system

Abstract

We provide the system. [Solution] A means for searching an information recording medium that stores data related to a specific technical domain, based on instructions from an information processing device, A means for formatting the data obtained by the search means into a comparable format, Means for displaying the formatted data on an information display device, A system that includes this.

Description

【Technical Field】 【0001】 The technology of the present disclosure relates to a system. 【Background Art】 【0002】 Patent Document 1 discloses a persona chatbot control method performed by at least one processor, including steps of receiving a user utterance, adding the user utterance to a prompt including an instruction sentence related to an explanation of a chatbot character, encoding the prompt, and inputting the encoded prompt into a language model to generate a chatbot utterance as a response to the user utterance. 【Prior Art Documents】 【Patent Documents】 【0003】 【Patent Document 1】 Japanese Unexamined Patent Application Publication No. 2022-180282 【Summary of the Invention】 【Problems to be Solved by the Invention】 【0004】 In modern society, there are information processing devices specialized in various technical fields. However, in order to use them efficiently, means for a user to quickly search for information suitable for their purpose and appropriately compare and evaluate it are necessary. However, in conventional information retrieval systems, a method for efficiently obtaining relevant information and providing it in an easy-to-understand form for the user has not been established. As a result, users have to spend a lot of time and effort to obtain the desired results. Solving such problems is an object of the present invention. 【Means for Solving the Problems】 【0005】 This invention provides a means for searching an information recording medium that stores data related to a specific technical domain, based on instructions from an information processing device. Furthermore, by providing a means for formatting the acquired data into a comparable format, the system enables users to easily analyze the information, and by displaying the formatted data on an information display device, it provides users with visually easy-to-understand information. This allows users to make optimal decisions efficiently. In addition, by adding a means for transmitting user input as search conditions to the information processing device, it becomes possible to acquire information based on user needs. Furthermore, by employing a means for recommending the optimal option to the user based on the formatted data, the system realizes a system that can provide users with highly valuable information and support their decision-making. 【0006】 An "information processing device" is a collection of hardware and software used for inputting, processing, storing, and outputting data. 【0007】 A "technical domain" refers to a field or category to which specific expertise or skills are applied. 【0008】 "Information recording medium" refers to physical or electronic devices or materials used to store data in digital or analog format. 【0009】 "Searching means" refers to a method or device for identifying and retrieving information within a database or information recording medium based on specific conditions. 【0010】 "Formatting" refers to the processing or techniques used to rearrange raw data into a format that is easily understandable to users. 【0011】 An "information display device" is a combination of hardware and software that allows users to visually confirm information. 【0012】 A "user" refers to an individual or group that operates a system or device and inputs and receives information. 【0013】 A "recommendation method" is a method or device for presenting the optimal choice based on the user's past behavior and a certain algorithm. [Brief explanation of the drawing] 【0014】 [Figure 1] This is a conceptual diagram showing an example of the configuration of a data processing system according to the first embodiment. [Figure 2] This is a conceptual diagram showing an example of the essential functions of a data processing device and a smart device according to the first embodiment. [Figure 3] This is a conceptual diagram showing an example of the configuration of a data processing system according to the second embodiment. [Figure 4] This is a conceptual diagram showing an example of the main functions of a data processing device and smart glasses according to the second embodiment. [Figure 5] This is a conceptual diagram showing an example of the configuration of a data processing system according to the third embodiment. [Figure 6] This is a conceptual diagram showing an example of the main functions of a data processing device and a headset-type terminal according to the third embodiment. [Figure 7] This is a conceptual diagram showing an example of the configuration of a data processing system according to the fourth embodiment. [Figure 8] This is a conceptual diagram showing an example of the main functions of a data processing device and a robot according to the fourth embodiment. [Figure 9] This shows an emotion map where multiple emotions are mapped. [Figure 10] This shows an emotion map where multiple emotions are mapped. [Figure 11] This is a sequence diagram showing the processing flow of the data processing system in Example 1. [Figure 12] This is a sequence diagram showing the processing flow of the data processing system in Application Example 1. [Figure 13] This is a sequence diagram showing the processing flow of the data processing system in Example 2, which incorporates an emotion engine. [Figure 14]It is a sequence diagram showing the processing flow of a data processing system in Application Example 2 when a sentiment engine is combined. 【Embodiments for Carrying Out the Invention】 【0015】 Hereinafter, an example of an embodiment of a system according to the technology of the present disclosure will be described with reference to the accompanying drawings. 【0016】 First, the terms used in the following description will be explained. 【0017】 In the following embodiments, a numbered processor (hereinafter simply referred to as "processor") may be a single arithmetic unit or a combination of multiple arithmetic units. Also, the processor may be a single type of arithmetic unit or a combination of multiple types of arithmetic units. Examples of arithmetic units include a CPU (Central Processing Unit), a GPU (Graphics Processing Unit), a GPGPU (General-Purpose computing on Graphics Processing Units), an APU (Accelerated Processing Unit), and the like. 【0018】 In the following embodiments, a numbered RAM (Random Access Memory) is a memory in which information is temporarily stored and is used as a work memory by the processor. 【0019】 In the following embodiments, a numbered storage is one or more non-volatile storage devices that store various programs and various parameters, etc. Examples of non-volatile storage devices include flash memory (SSD (Solid State Drive)), magnetic disks (e.g., hard disks), or magnetic tapes, and the like. 【0020】 In the following embodiments, the signed communication interface (I / F) is an interface that includes a communication processor and an antenna, etc. The communication interface manages communication between multiple computers. Examples of communication standards applicable to the communication interface include wireless communication standards such as 5G (5th Generation Mobile Communication System), Wi-Fi (registered trademark), or Bluetooth (registered trademark). 【0021】 In the following embodiments, "A and / or B" is synonymous with "at least one of A and B." That is, "A and / or B" means that it may be A alone, or B alone, or a combination of A and B. Furthermore, in this specification, the same concept as "A and / or B" applies when expressing three or more things linked by "and / or." 【0022】 [First Embodiment] 【0023】 Figure 1 shows an example of the configuration of the data processing system 10 according to the first embodiment. 【0024】 As shown in Figure 1, the data processing system 10 includes a data processing device 12 and a smart device 14. An example of the data processing device 12 is a server. 【0025】 The data processing device 12 comprises a computer 22, a database 24, and a communication interface 26. The computer 22 is an example of a "computer" related to the technology of this disclosure. The computer 22 comprises a processor 28, RAM 30, and storage 32. The processor 28, RAM 30, and storage 32 are connected to a bus 34. The database 24 and the communication interface 26 are also connected to the bus 34. The communication interface 26 is connected to a network 54. An example of the network 54 is a WAN (Wide Area Network) and / or a LAN (Local Area Network). 【0026】 The smart device 14 comprises a computer 36, a reception device 38, an output device 40, a camera 42, and a communication interface 44. The computer 36 comprises a processor 46, RAM 48, and storage 50. The processor 46, RAM 48, and storage 50 are connected to a bus 52. The reception device 38, output device 40, and camera 42 are also connected to the bus 52. 【0027】 The reception device 38 is equipped with a touch panel 38A and a microphone 38B, etc., and receives user input. The touch panel 38A receives user input by detecting contact with an object (e.g., a pen or finger). The microphone 38B receives user input by detecting the user's voice. The control unit 46A transmits data indicating the user input received by the touch panel 38A and microphone 38B to the data processing device 12. In the data processing device 12, the specific processing unit 290 acquires the data indicating the user input. 【0028】 The output device 40 includes a display 40A and a speaker 40B, and presents data to the user 20 by outputting the data in a form perceptible to the user 20 (e.g., audio and / or text). The display 40A displays visible information such as text and images according to instructions from the processor 46. The speaker 40B outputs audio according to instructions from the processor 46. The camera 42 is a small digital camera equipped with an optical system such as a lens, aperture, and shutter, and an image sensor such as a CMOS (Complementary Metal-Oxide-Semiconductor) image sensor or a CCD (Charge Coupled Device) image sensor. 【0029】 Communication interface 44 is connected to network 54. Communication interfaces 44 and 26 are responsible for the exchange of various types of information between processor 46 and processor 28 via network 54. 【0030】 Figure 2 shows an example of the main functions of the data processing device 12 and the smart device 14. 【0031】 As shown in Figure 2, in the data processing device 12, a specific processing is performed by the processor 28. A specific processing program 56 is stored in the storage 32. The specific processing program 56 is an example of a "program" related to the technology of this disclosure. The processor 28 reads the specific processing program 56 from the storage 32 and executes the read specific processing program 56 on the RAM 30. The specific processing is realized by the processor 28 operating as a specific processing unit 290 according to the specific processing program 56 executed on the RAM 30. 【0032】 The storage 32 stores the data generation model 58 and the emotion identification model 59. The data generation model 58 and the emotion identification model 59 are used by the identification processing unit 290. 【0033】 In the smart device 14, the processor 46 performs the reception output processing. The storage 50 stores the reception output program 60. The reception output program 60 is used in conjunction with a specific processing program 56 by the data processing system 10. The processor 46 reads the reception output program 60 from the storage 50 and executes the read reception output program 60 on the RAM 48. The reception output processing is realized by the processor 46 operating as a control unit 46A according to the reception output program 60 executed on the RAM 48. 【0034】 Next, the specific processing performed by the specific processing unit 290 of the data processing device 12 will be described. In the following description, the data processing device 12 will be referred to as the "server" and the smart device 14 as the "terminal". 【0035】 The present invention relates to a method for efficiently providing a user with information in a specific technical domain using an information processing device, an information recording medium, and an information display device. 【0036】 The server acts as an information processing device, capable of searching for data related to a specific technical domain from an information recording medium. This search is performed according to the conditions entered by the user. The server formats the data obtained through the search into a user-friendly format and presents this formatted data to the user via an information display device. 【0037】 The terminal provides a user interface and a means for the user to enter search criteria. For example, if the user is looking for information on AI technology used in the medical field, they would enter "medical AI" into the terminal's interface. The terminal then sends this input to the server. 【0038】 The server receives this information and searches for an appropriate data storage medium. The search results retrieve information on multiple AI technologies. The server then formats this information into a comparable tabular format and sends it to the terminal. 【0039】 The terminal displays the received formatted data on an information display device. Through this display, users can easily compare the performance and characteristics of multiple AI technologies. Based on this information, users can select the optimal technology. 【0040】 Furthermore, the server has the ability to recommend the most relevant technologies based on user preferences and search history. For example, a user who has previously referenced a lot of information about medical image analysis can be given priority in being presented with new AI technologies specifically designed for image analysis. 【0041】 In this way, the system of the present invention plays a role in enabling users to efficiently obtain information and support their decision-making. 【0042】 The following describes the processing flow. 【0043】 Step 1: 【0044】 The user opens the device interface and enters a search query to retrieve information related to a specific technological field. For example, they might enter keywords or phrases such as "medical AI." 【0045】 Step 2: 【0046】 The terminal sends the user's entered search query and conditions to the server. Communication with the server occurs, for example, via an HTTP request. 【0047】 Step 3: 【0048】 The server searches databases within the information storage medium based on the received search query. It uses SQL queries and other search algorithms to retrieve data relevant to a specific technical domain. 【0049】 Step 4: 【0050】 The server analyzes the acquired data and formats it in a way that is easy for users to understand. Specifically, it formats the data into tables or lists that allow for comparison of performance and characteristics. 【0051】 Step 5: 【0052】 The server returns the formatted data to the terminal. The transmission is performed using data formats such as JSON. 【0053】 Step 6: 【0054】 The terminal analyzes the formatted data received from the server and displays it on the information display device. It is presented as easy-to-understand tables and graphs on the user interface. 【0055】 Step 7: 【0056】 Users review the displayed information and select and compare AI technologies that interest them. This allows users to evaluate the option that best suits their needs. 【0057】 Step 8: 【0058】 The server provides highly relevant suggestions based on user selections and past history. For example, it may present comparative data with new AI technologies or technologies previously evaluated. 【0059】 Step 9: 【0060】 Users can make decisions based on the information and suggestions provided, and if necessary, perform further searches to obtain more detailed information. 【0061】 (Example 1) 【0062】 Next, we will describe Example 1. In the following description, the data processing device 12 will be referred to as the "server," and the smart device 14 will be referred to as the "terminal." 【0063】 Conventional information retrieval systems have difficulty efficiently obtaining information on specific technical areas that users need, and in particular, they have struggled to select relevant information from large amounts of data and present information that is relevant to the user. Furthermore, personalization of information based on the user's past search history and preferences was not sufficiently implemented, resulting in insufficient support for users to determine the optimal choice. 【0064】 The identification process performed by the identification processing unit 290 of the data processing device 12 in Example 1 is realized by the following means. 【0065】 In this invention, the server includes means for searching a medium storing information about a region based on instructions from an information processing device, means for formatting the acquired information into a comparable format, and means for analyzing the user's search history and presenting highly relevant options. This enables the user to efficiently obtain the necessary information and receive personalized information based on their past search history. 【0066】 An "information processing device" is a device that processes data and has the function of retrieving necessary information based on instructions. 【0067】 An "information recording medium" is a medium that stores certain information and preserves it in a form that allows for later retrieval or access. 【0068】 A "search method" is a function that processes information based on input conditions and finds relevant data from an information recording medium. 【0069】 "Formatting" refers to a function that converts acquired information into a format that is easy for the user to understand. 【0070】 "Display means" refers to a device or function for providing formatted information to a user visually. 【0071】 "Search criteria" are the standards or values ​​that a user enters to identify the information they need. 【0072】 "Means of presenting options" refers to a function that specifies or recommends options that are beneficial to the user based on the information obtained. 【0073】 "Search history" refers to the history and trends of information searches a user has performed in the past. 【0074】 "Highly relevant options" are information or suggestions that are judged to be particularly suitable or high priority based on the user's search criteria, history, and preferences. 【0075】 The system of the present invention includes a server as an information processing device, a terminal that provides a user interface, and a display device that visually displays information. This system aims to efficiently provide users with information related to a specific technical domain. 【0076】 The server functions as an information processing device, searching for necessary data from information storage media. The search is based on conditions entered by the user via a terminal. For example, if a user is looking for information about "medical AI," the server retrieves the relevant information from the database and formats it into tables, graphs, and other formats. 【0077】 The terminal receives input from the user via the user interface and sends the search criteria to the server. For example, the user might enter "medical AI" and communicate their specific request to the system. This information is then sent to the server via the network. 【0078】 The server analyzes the acquired information and, taking into account the user's past search history, prioritizes presenting the user with the information deemed most relevant. This allows users to efficiently acquire information and make decisions. For example, users who have frequently searched for medical image analysis in the past will be given priority in seeing newly emerging image analysis technologies. 【0079】 The user can use the formatted information displayed on the terminal to compare the performance and features of multiple technologies and select the most suitable one. An example prompt might be, "Please display a comparison table of the performance of medical AI technologies." Based on this prompt, the system will find the necessary information and provide it to the user. 【0080】 The flow of the specific processing in Example 1 will be explained using Figure 11. 【0081】 Step 1: 【0082】 The user enters search criteria through the terminal to search for information. For example, they might enter keywords such as "medical AI technology" and send a search command. This input data serves as the basis for specifically initiating the search. 【0083】 Step 2: 【0084】 The terminal receives input from the user and sends that data to the server. The transmitted data includes the search criteria specified by the user and reaches the server via the network. This operation initiates the search process. 【0085】 Step 3: 【0086】 The server searches for relevant data within the information storage medium based on the received search criteria data. Specifically, it uses a database to filter and retrieve the latest information related to "medical AI technology." In this step, data selection is performed based on the search criteria. 【0087】 Step 4: 【0088】 The server formats the acquired data into a user-friendly format. For example, it converts it into a tabular format that facilitates performance comparisons. This data processing creates visually clear and comparable information for the user. 【0089】 Step 5: 【0090】 The server sends the formatted data to the terminal. The formatted data has a specific visual format, such as tables and graphs, and is optimized for display on the terminal. 【0091】 Step 6: 【0092】 The terminal displays the formatted data received from the server to the user. The user can use the displayed information to efficiently compare the performance and characteristics of different AI technologies. This step completes the output of the final data. 【0093】 Step 7: 【0094】 The server analyzes the user's past search history and presents more relevant information. This allows the user to prioritize obtaining particularly important information, thus supporting their decision-making. At this stage, a new result is generated that takes past historical data into account. 【0095】 (Application Example 1) 【0096】 Next, we will explain Application Example 1. In the following explanation, the data processing device 12 will be referred to as the "server," and the smart device 14 will be referred to as the "terminal." 【0097】 There is a need for efficient and effective methods to provide information on specific technological domains. Traditional information delivery methods struggle to properly classify and format vast amounts of information and recommend it based on user interests. Furthermore, they fail to quickly present the most relevant information to users, resulting in time-consuming and laborious information acquisition. In particular, there is a need for methods that leverage user data, such as viewing history, to provide personalized content experiences. 【0098】 The specific processing performed by the specific processing unit 290 of the data processing device 12 in Application Example 1 is realized by the following means. 【0099】 In this invention, the server includes means for searching an information recording medium storing data relating to a specific technical domain based on instructions from an information processing device; means for formatting the data obtained by the search means into a comparable format; means for recommending relevant content based on the user's past viewing history; and means for providing relevant content via a visual display device. This enables the user to efficiently obtain information relating to a specific technical domain and receive personalized content suggestions based on their viewing history. 【0100】 An "information processing device" is a device that processes information related to a specific technical domain and issues commands to provide it to the user. 【0101】 An "information recording medium" is a medium used to store data related to a specific technological field. 【0102】 A "searching method" is a function that finds data within an information recording medium based on instructions from an information processing device. 【0103】 "Formatting" refers to a function that processes acquired data to convert it into a format that is easy for the user to understand. 【0104】 An "information display device" is a device that visually presents formatted data to the user. 【0105】 "Viewing history" refers to a record of content that a user has viewed in the past. 【0106】 "Methods for recommending relevant content" refers to a function that suggests content highly relevant to the user based on the user's past viewing history. 【0107】 "Means of providing relevant content via a visual display device" refers to a function that utilizes a visual display device to present recommended content to the user. 【0108】 This invention is a system designed to efficiently provide information in a specific technical domain. The following describes specific embodiments for carrying out this invention. 【0109】 The server operates as an information processing device and is responsible for searching information storage media that contain data related to a specific technical domain. The database stores a wealth of information on each technical domain, and the server retrieves relevant information based on the search criteria specified by the user. The retrieved data is then formatted by the server into a format that the user can compare. This formatting process includes changing the data format and extracting important information. 【0110】 The terminal provides a user interface and means for the user to enter search criteria. This interface includes text boxes and options for entering keywords required for the search. Once the user enters information, the terminal sends this information to the server. 【0111】 Furthermore, the server analyzes the user's past viewing history and recommends highly relevant content. This process utilizes AI algorithms to personalize content based on viewing history and user preference data. This ensures that the user receives the most relevant information. 【0112】 Visual display devices present formatted data and recommended content to users visually. Devices such as smartphones and head-mounted displays perform this function, allowing users to access information intuitively. 【0113】 For example, if a user is looking for the latest information on AI technology, entering the keyword "AI technology" will display highly relevant papers and explanatory videos. Furthermore, if the user has previously shown interest in AI image analysis technology, new research findings and explanations in that field will be recommended preferentially. 【0114】 An example of a prompt would be, "Suggest a video explaining the latest applications of neural networks that are of most interest to the viewer. Generate it as personalized content based on viewing history and keyword analysis." This allows users to receive information that best suits their interests and needs, improving the quality of their decision-making. 【0115】 The flow of a specific process in Application Example 1 will be explained using Figure 12. 【0116】 Step 1: 【0117】 The user accesses the terminal and enters keywords related to a specific technology area into the search interface. The entered keywords are validated by the system, and an error message is displayed if the input is invalid or contains only spaces. If the user's input is valid, the keywords are sent to the server. The input is text data such as "AI technology," and the output is the transmission of the validated keywords. 【0118】 Step 2: 【0119】 The server searches a database within the information storage medium based on the received keywords. It uses a search algorithm (e.g., SQL search or full-text search engine) to identify data in the relevant technical domain. During this process, keyword-based scoring is performed to prioritize the retrieval of highly relevant data. The input is keywords from the user, and the output is the retrieval of relevant datasets. 【0120】 Step 3: 【0121】 The server formats the data it retrieves. The data formatting process involves converting the retrieved data into tabular or list formats, making it comparable to the user. This process also includes extracting important information and filtering out unnecessary data. The formatted data is transformed into a concise and visually easy-to-understand form. The input is the search result data, and the output is the formatted data. 【0122】 Step 4: 【0123】 The server analyzes the user's past viewing history data and uses a generative AI model to recommend personalized content. Viewing history data is used to identify each user's past interests and tendencies, and a content recommendation algorithm (e.g., a recommendation system) is applied. The input is past viewing history data, and the output is a list of personalized content. 【0124】 Step 5: 【0125】 Formatted data and recommended content are transferred to the terminal's visual display device and presented to the user. The terminal displays the data through a user interface, allowing the user to make decisions based on this information. The display shows information in the form of lists, graphs, tables, etc., and the user can directly select the content they are interested in. The input is formatted data and recommendation lists, and the output is their visual representation. 【0126】 Step 6: 【0127】 Based on the information displayed, users input new search criteria and feedback. This feedback is sent to the system and used to improve the accuracy of future content recommendations. Input consists of user responses and feedback data, while output is an update to the dataset used for system training. 【0128】 Furthermore, an emotion engine that estimates the user's emotions may be incorporated. That is, the identification processing unit 290 may use the emotion identification model 59 to estimate the user's emotions and perform identification processing using the user's emotions. 【0129】 This invention is a system that combines an information processing device, an information recording medium, an information display device, and an emotion engine to provide information that takes user emotions into consideration. 【0130】 As an information processing device, the server has the function of searching for data related to a specific technical domain stored on an information recording medium. Based on the conditions entered by the user via a terminal, the server queries the database and retrieves relevant information. It then formats this information into a format that the user can easily understand. 【0131】 The emotion engine is implemented to recognize the user's emotional state in real time. For example, it identifies the user's current emotional state by analyzing their facial expressions and voice tone through the device's webcam and microphone. Based on the recognized emotions, the emotion engine dynamically adjusts the display format and content of information to best suit the user. 【0132】 The device functions as an information display device, presenting users with information optimized by an emotion engine. For example, if a user is feeling stressed, the screen layout can be simplified, or information can be displayed with positive messages. 【0133】 Users enter search criteria using the terminal's interface. Then, with the assistance of an emotion engine, information relevant to their emotions is presented, enabling better decision-making. This system aims to improve the user experience and better meet user needs. 【0134】 Thus, by considering the user's emotions in information retrieval and display, the system of the present invention can provide more advanced and interactive information than conventional systems. 【0135】 The following describes the processing flow. 【0136】 Step 1: 【0137】 The user opens the terminal interface and enters a search query related to the information they are looking for. For example, if the user is looking for information about "autonomous vehicle technology," they would enter that keyword into the terminal. 【0138】 Step 2: 【0139】 The terminal sends the entered search query to the server. This transmission is performed via an HTTP request over the internet. 【0140】 Step 3: 【0141】 The server searches the database within the information storage medium based on the received search query. Here, it utilizes SQL queries and optimized algorithms to quickly retrieve relevant technical information. 【0142】 Step 4: 【0143】 The server analyzes the data retrieved through searches and formats it into a user-friendly format. For example, it might summarize technical overviews, benefits, and the latest research findings in lists or tables. 【0144】 Step 5: 【0145】 The emotion engine recognizes the user's emotional state on the device. The device's camera captures the user's facial expressions, or the microphone analyzes their voice to acquire emotional data. 【0146】 Step 6: 【0147】 The emotion engine dynamically adjusts the content and layout of search results based on recognized emotions. For example, if a user is feeling anxious, it provides information through a simple interface and adds elements that provide reassurance. 【0148】 Step 7: 【0149】 The server sends the formatted data to the terminal in an optimized form based on the user's emotions. The terminal, acting as an information display device, then presents this data to the user. 【0150】 Step 8: 【0151】 Users view the presented information and evaluate the technical information that suits their purpose. If necessary, they can perform more detailed searches or make decisions from the presented options. 【0152】 Step 9: 【0153】 The emotion engine collects feedback based on user responses to inform future displays and suggestions. This allows for more personalized information presentations in the future. 【0154】 (Example 2) 【0155】 Next, we will describe Example 2. In the following description, the data processing device 12 will be referred to as the "server," and the smart device 14 will be referred to as the "terminal." 【0156】 Conventional information delivery systems display information without considering the user's emotional state, resulting in information being received in a way that is not appropriate to the user's situation or feelings, and thus a decline in the user experience. Therefore, there is a need to realize more advanced and personalized information delivery to improve user decision-making and satisfaction. 【0157】 The identification process performed by the identification processing unit 290 of the data processing device 12 in Example 2 is realized by the following means. 【0158】 In this invention, the server includes means for searching an information storage medium containing data relating to a specific technical domain based on instructions from an information processing device; means for formatting the acquired data into a comparable format; and means for dynamically adjusting the display format of the information using an emotion recognition engine for identifying the user's emotional state. This makes it possible to provide information that is appropriate to the user's emotional state and improve the user experience. 【0159】 An "information processing device" is a device that provides instructions to a server for performing specific processing and transmits search conditions. 【0160】 "Information storage medium" refers to a physical or electronic medium used to store data related to a specific technological domain. 【0161】 "Searching means" refers to a method or device for finding data that matches the user's criteria from an information storage medium. 【0162】 "Formatting means" refers to a method or device for organizing and converting acquired data into a format that is easy for the user to understand. 【0163】 An "emotion recognition engine" refers to software or hardware that analyzes a user's facial expressions, voice tone, and other factors in real time to identify their emotional state. 【0164】 An "information display device" is a screen or output device used to present information to a user. 【0165】 "Means of dynamic adjustment" refers to methods or functions that appropriately change the display format or content of information based on the user's emotional state. 【0166】 This invention is a system that searches for data related to a specific technical domain based on instructions from an information processing device and provides information tailored to the user's emotional state. The server efficiently searches for relevant data stored on an information storage medium using search conditions received from the information processing device. The retrieved data is organized into a format easily understood by the user by a formatting means. 【0167】 The device uses a camera and microphone to analyze facial expressions and voice tone in real time to identify the user's emotional state. This analysis utilizes software called an emotion recognition engine to accurately identify the user's current emotional state. 【0168】 Based on the emotional state obtained by the emotion recognition engine, the server dynamically adjusts the display format of information. For example, if the user is feeling stressed, the server will prioritize displaying simpler layouts and content that provides a sense of security. 【0169】 The terminal presents the user with pre-configured information sent from the server, using a highly visible user interface. This allows the user to receive information that is appropriate to their emotions and make better decisions. 【0170】 As a specific use case, if a user wants to know about the latest developments regarding generative AI models, the server can collect relevant and up-to-date data and, if the user is relaxed, present detailed technical data. An example of a prompt would be, "Consider the user's current emotional state and show how to provide information about the generative AI model in the most optimal way." This prompt allows the model to determine the most effective way to present information. 【0171】 The flow of the specific processing in Example 2 will be explained using Figure 13. 【0172】 Step 1: 【0173】 The user uses a terminal to enter search criteria related to their area of ​​interest. This input includes specific keywords or topics. The terminal sends these search criteria to the server, forming the query data that forms the basis of the search. The output of this step is a search query in a format that the server can understand. 【0174】 Step 2: 【0175】 The server searches the information storage medium based on the received search query. The server uses a database search algorithm to quickly and efficiently extract relevant data. This includes datasets related to a specific technical domain. The output is the unformatted dataset, which is then passed on to the next processing step. 【0176】 Step 3: 【0177】 The server formats the acquired data and converts it into a format that is intuitively easy for the user to understand. For example, the server may convert statistical data into graphs or charts. As input, the server receives a raw dataset and applies data formatting algorithms to obtain output in a user-friendly format. 【0178】 Step 4: 【0179】 The device uses an emotion recognition engine to analyze the user's emotional state in real time. The device captures the user's facial expressions and voice tone through its camera and microphone, and emotion analysis software processes this data. The output is the user's specific emotional state, and this information is used for dynamic information adjustment. 【0180】 Step 5: 【0181】 The server dynamically adjusts how information is displayed based on the user's emotional state. For example, if the user is stressed, the server reduces the load by displaying information sequentially. As input, the server receives formatted data and the user's emotional state, and executes an emotion adaptation algorithm to output the optimal data display method. 【0182】 Step 6: 【0183】 The terminal displays the adjusted information sent from the server. The terminal utilizes a highly visible user interface to ensure the information is presented clearly to the user. The output is the optimized information display itself. 【0184】 Step 7: 【0185】 Users can provide feedback on the information provided. This feedback is sent to the server via the terminal and used to improve system performance. As output, the server receives user feedback and obtains data to be used in future updates and improvement activities. 【0186】 (Application Example 2) 【0187】 Next, we will explain application example 2. In the following explanation, the data processing device 12 will be referred to as a "server" and the smart device 14 as a "terminal". 【0188】 Conventional information delivery systems provide information uniformly without considering the user's emotional state, resulting in an insufficient user experience. Furthermore, since how users receive information varies greatly depending on their emotions, there is a need for information presentation tailored to those emotions. Even when users make electronic payments, there is a need for responses that are sensitive to their emotions, but conventional systems fail to meet this requirement. 【0189】 The specific processing performed by the specific processing unit 290 of the data processing device 12 in Application Example 2 is realized by the following means. 【0190】 In this invention, the server includes means for searching an information recording medium storing data relating to a specific technical domain based on instructions from an information processing device; means for formatting the data obtained by the search means into a comparable format; means for identifying the user's emotional state via an emotion analysis device; and means for dynamically optimizing the formatted data according to the emotional state. This enables the presentation and recommendation of information appropriate to the user's emotional state. 【0191】 An "information processing device" is a device that performs data retrieval and formatting, and has the function of searching for data related to a specific technical field based on instructions from the user. 【0192】 An "information recording medium" is a medium on which data is stored, and is intended to hold information related to a specific technological field. 【0193】 A "search method" is a function that performs the process of obtaining necessary data from an information recording medium. 【0194】 "Methods for formatting data into a comparable format" refer to the process of converting acquired data into a form that is easy for users to understand, and thus standardizing the data. 【0195】 An "emotion analysis device" is a device that identifies a user's emotional state in real time and has the function of analyzing facial expressions and voice tone. 【0196】 "Means of dynamically optimizing according to emotional state" refers to a process of adjusting the format and content of data presentation based on emotion analysis, enabling the provision of information that is tailored to the user's emotions. 【0197】 An "information display device" is a display device that presents formatted and optimized data to the user, and communicates information visually. 【0198】 The system realizing this invention consists mainly of an information processing device, an emotion analysis device, and an information display device. The information processing device has data retrieval and formatting functions, and the emotion analysis device is responsible for identifying the user's emotional state in real time. The information display device provides the user with data optimized based on their emotions. 【0199】 The server first operates as an information processing device, searching a specified database for information related to a particular technical domain. It uses common SQL queries and NoSQL database operations as search algorithms. Next, it formats the search results into a comparable format. This formatting process includes data filtering and normalization. 【0200】 The emotion analysis device is equipped with advanced facial recognition and voice analysis software. For example, it uses "Amazon Rekognition" and "Google Cloud Vision API" to analyze the user's facial expressions and voice tone to determine their emotional state. Based on this information, the system identifies whether the user is relaxed or stressed. 【0201】 The formatted and optimized information is visually presented to the user by an information display device. The information display device has the functionality to improve the UI / UX in response to the user's emotions and optimize the presentation of appropriate information. 【0202】 When considering a scenario where a user makes an electronic payment, if the system detects that the user is stressed based on their facial expression, it will recommend the "easy checkout" option. On the other hand, if the user is relaxed, it can display information about related products and encourage additional purchases. 【0203】 A concrete example of a prompt is, "Analyze the user's facial expressions and voice, identify their emotions, and suggest how to optimize their purchasing experience." By inputting this prompt into the generating AI model, further improvements to the user experience can be achieved. 【0204】 The flow of a specific process in Application Example 2 will be explained using Figure 14. 【0205】 Step 1: 【0206】 The server receives input from the user's terminal and searches for data related to a specific technical domain. Receiving user-specified criteria as input, the server searches the database using SQL queries or NoSQL-based queries. This process outputs a set of relevant information. 【0207】 Step 2: 【0208】 The server performs a function to format the acquired data. The formatting process filters the data and removes redundancy. Then, it converts the data into a user-friendly format, such as CSV or JSON. The formatted data is then generated as output. 【0209】 Step 3: 【0210】 An emotion analysis device analyzes the user's facial expressions and voice on the device. The device's camera and microphone capture the user's face and voice as input data, which is then analyzed. This analysis utilizes Amazon Rekognition and Google Cloud Vision APIs to identify the user's emotional state. The output from this process is information that represents the user's specific emotions, such as joy or stress. 【0211】 Step 4: 【0212】 The server uses the sentiment information obtained in the previous step to dynamically optimize the formatted data. Based on the user's sentiment, it sorts search results and adjusts the amount displayed. In the case of positive sentiment, it may also add additional optional information. As a result, the data is output in a format that is appropriate for the user's sentiment. 【0213】 Step 5: 【0214】 The device outputs optimized information to the information display device and presents it to the user. The user uses this information to make decisions. The information display device adjusts the UI to help the user better understand the information. For example, if stress is detected, the display is simplified and a positive message is added. 【0215】 The specific processing unit 290 transmits the result of the specific processing to the smart device 14. In the smart device 14, the control unit 46A causes the output device 40 to output the result of the specific processing. The microphone 38B acquires audio indicating user input for the result of the specific processing. The control unit 46A transmits the audio data indicating user input acquired by the microphone 38B to the data processing device 12. In the data processing device 12, the specific processing unit 290 acquires the audio data. 【0216】 Data generation model 58 is a so-called generative AI (Artificial Intelligence). An example of data generation model 58 is ChatGPT (registered trademark) (Internet search).<URL: https: / / openai.com / blog / chatgpt> ), Gemini (registered trademark) (Internet search) <url: https: gemini.google.com ?hl="ja">Examples of generative AI include the following. The data generation model 58 is obtained by performing deep learning on a neural network. The data generation model 58 is input with prompts containing instructions, and with inference data such as audio data representing speech, text data representing text, and image data representing images. The data generation model 58 infers from the input inference data according to the instructions indicated by the prompts, and outputs the inference results in data formats such as audio data and text data. Here, inference refers to, for example, analysis, classification, prediction, and / or summarization. 【0217】 In the above embodiment, an example was given in which specific processing is performed by the data processing device 12, but the technology of this disclosure is not limited thereto, and the specific processing may also be performed by the smart device 14. 【0218】 [Second Embodiment] 【0219】 Figure 3 shows an example of the configuration of the data processing system 210 according to the second embodiment. 【0220】 As shown in Figure 3, the data processing system 210 includes a data processing device 12 and smart glasses 214. An example of the data processing device 12 is a server. 【0221】 The data processing device 12 comprises a computer 22, a database 24, and a communication interface 26. The computer 22 is an example of a "computer" related to the technology of this disclosure. The computer 22 comprises a processor 28, RAM 30, and storage 32. The processor 28, RAM 30, and storage 32 are connected to a bus 34. The database 24 and the communication interface 26 are also connected to the bus 34. The communication interface 26 is connected to a network 54. An example of the network 54 is a WAN (Wide Area Network) and / or a LAN (Local Area Network). 【0222】 The smart glasses 214 include a computer 36, a microphone 238, a speaker 240, a camera 42, and a communication interface 44. The computer 36 includes a processor 46, RAM 48, and storage 50. The processor 46, RAM 48, and storage 50 are connected to a bus 52. The microphone 238, speaker 240, and camera 42 are also connected to the bus 52. 【0223】 The microphone 238 receives voice signals from the user 20 and receives instructions from the user 20. The microphone 238 captures the voice signals from the user 20, converts the captured voice into audio data, and outputs it to the processor 46. The speaker 240 outputs audio according to the instructions from the processor 46. 【0224】 Camera 42 is a small digital camera equipped with an optical system including a lens, aperture, and shutter, and an image sensor such as a CMOS (Complementary Metal-Oxide-Semiconductor) image sensor or a CCD (Charge Coupled Device) image sensor, and captures images of the area around the user 20 (for example, an imaging range defined by a field of view equivalent to the width of a typical healthy person's field of vision). 【0225】 Communication interface 44 is connected to network 54. Communication interfaces 44 and 26 are responsible for the exchange of various information between processor 46 and processor 28 via network 54. The exchange of various information between processor 46 and processor 28 using communication interfaces 44 and 26 is performed in a secure manner. 【0226】 Figure 4 shows an example of the main functions of the data processing device 12 and the smart glasses 214. As shown in Figure 4, the data processing device 12 performs specific processing using the processor 28. The storage 32 stores the specific processing program 56. 【0227】 The specific processing program 56 is an example of a "program" relating to the technology of this disclosure. The processor 28 reads the specific processing program 56 from the storage 32 and executes the read specific processing program 56 on the RAM 30. The specific processing is realized by the processor 28 operating as a specific processing unit 290 in accordance with the specific processing program 56 executed on the RAM 30. 【0228】 The storage 32 stores the data generation model 58 and the emotion identification model 59. The data generation model 58 and the emotion identification model 59 are used by the identification processing unit 290. 【0229】 In the smart glasses 214, the processor 46 performs the reception output processing. The storage 50 stores the reception output program 60. The processor 46 reads the reception output program 60 from the storage 50 and executes the read reception output program 60 on the RAM 48. The reception output processing is realized by the processor 46 operating as a control unit 46A according to the reception output program 60 executed on the RAM 48. 【0230】 Next, the identification processing performed by the identification processing unit 290 of the data processing device 12 will be described. In the following description, the data processing device 12 will be referred to as the "server" and the smart glasses 214 will be referred to as the "terminal". 【0231】 The present invention relates to a method for efficiently providing a user with information in a specific technical domain using an information processing device, an information recording medium, and an information display device. 【0232】 The server acts as an information processing device, capable of searching for data related to a specific technical domain from an information recording medium. This search is performed according to the conditions entered by the user. The server formats the data obtained through the search into a user-friendly format and presents this formatted data to the user via an information display device. 【0233】 The terminal provides a user interface and a means for the user to enter search criteria. For example, if the user is looking for information on AI technology used in the medical field, they would enter "medical AI" into the terminal's interface. The terminal then sends this input to the server. 【0234】 The server receives this information and searches for an appropriate data storage medium. The search results retrieve information on multiple AI technologies. The server then formats this information into a comparable tabular format and sends it to the terminal. 【0235】 The terminal displays the received formatted data on an information display device. Through this display, users can easily compare the performance and characteristics of multiple AI technologies. Based on this information, users can select the optimal technology. 【0236】 Furthermore, the server has the ability to recommend the most relevant technologies based on user preferences and search history. For example, a user who has previously referenced a lot of information about medical image analysis can be given priority in being presented with new AI technologies specifically designed for image analysis. 【0237】 In this way, the system of the present invention plays a role in enabling users to efficiently obtain information and support their decision-making. 【0238】 The following describes the processing flow. 【0239】 Step 1: 【0240】 The user opens the device interface and enters a search query to retrieve information related to a specific technological field. For example, they might enter keywords or phrases such as "medical AI." 【0241】 Step 2: 【0242】 The terminal sends the user's entered search query and conditions to the server. Communication with the server occurs, for example, via an HTTP request. 【0243】 Step 3: 【0244】 The server searches databases within the information storage medium based on the received search query. It uses SQL queries and other search algorithms to retrieve data relevant to a specific technical domain. 【0245】 Step 4: 【0246】 The server analyzes the acquired data and formats it in a way that is easy for users to understand. Specifically, it formats the data into tables or lists that allow for comparison of performance and characteristics. 【0247】 Step 5: 【0248】 The server returns the formatted data to the terminal. The transmission is performed using data formats such as JSON. 【0249】 Step 6: 【0250】 The terminal analyzes the formatted data received from the server and displays it on the information display device. It is presented as easy-to-understand tables and graphs on the user interface. 【0251】 Step 7: 【0252】 Users review the displayed information and select and compare AI technologies that interest them. This allows users to evaluate the option that best suits their needs. 【0253】 Step 8: 【0254】 The server provides highly relevant suggestions based on user selections and past history. For example, it may present comparative data with new AI technologies or technologies previously evaluated. 【0255】 Step 9: 【0256】 Users can make decisions based on the information and suggestions provided, and if necessary, perform further searches to obtain more detailed information. 【0257】 (Example 1) 【0258】 Next, we will describe Example 1. In the following description, the data processing device 12 will be referred to as the "server," and the smart glasses 214 will be referred to as the "terminal." 【0259】 Conventional information retrieval systems have difficulty efficiently obtaining information on specific technical areas that users need, and in particular, they have struggled to select relevant information from large amounts of data and present information that is relevant to the user. Furthermore, personalization of information based on the user's past search history and preferences was not sufficiently implemented, resulting in insufficient support for users to determine the optimal choice. 【0260】 The identification process performed by the identification processing unit 290 of the data processing device 12 in Example 1 is realized by the following means. 【0261】 In this invention, the server includes means for searching a medium storing information about a region based on instructions from an information processing device, means for formatting the acquired information into a comparable format, and means for analyzing the user's search history and presenting highly relevant options. This enables the user to efficiently obtain the necessary information and receive personalized information based on their past search history. 【0262】 An "information processing device" is a device that processes data and has the function of retrieving necessary information based on instructions. 【0263】 An "information recording medium" is a medium that stores certain information and preserves it in a form that allows for later retrieval or access. 【0264】 A "search method" is a function that processes information based on input conditions and finds relevant data from an information recording medium. 【0265】 "Formatting" refers to a function that converts acquired information into a format that is easy for the user to understand. 【0266】 "Display means" refers to a device or function for providing formatted information to a user visually. 【0267】 "Search criteria" are the standards or values ​​that a user enters to identify the information they need. 【0268】 "Means of presenting options" refers to a function that specifies or recommends options that are beneficial to the user based on the information obtained. 【0269】 "Search history" refers to the history and trends of information searches a user has performed in the past. 【0270】 "Highly relevant options" are information or suggestions that are judged to be particularly suitable or high priority based on the user's search criteria, history, and preferences. 【0271】 The system of the present invention includes a server as an information processing device, a terminal that provides a user interface, and a display device that visually displays information. This system aims to efficiently provide users with information related to a specific technical domain. 【0272】 The server functions as an information processing device, searching for necessary data from information storage media. The search is based on conditions entered by the user via a terminal. For example, if a user is looking for information about "medical AI," the server retrieves the relevant information from the database and formats it into tables, graphs, and other formats. 【0273】 The terminal receives input from the user via the user interface and sends the search criteria to the server. For example, the user might enter "medical AI" and communicate their specific request to the system. This information is then sent to the server via the network. 【0274】 The server analyzes the acquired information and, taking into account the user's past search history, prioritizes presenting the user with the information deemed most relevant. This allows users to efficiently acquire information and make decisions. For example, users who have frequently searched for medical image analysis in the past will be given priority in seeing newly emerging image analysis technologies. 【0275】 The user can use the formatted information displayed on the terminal to compare the performance and features of multiple technologies and select the most suitable one. An example prompt might be, "Please display a comparison table of the performance of medical AI technologies." Based on this prompt, the system will find the necessary information and provide it to the user. 【0276】 The flow of the specific processing in Example 1 will be explained using Figure 11. 【0277】 Step 1: 【0278】 The user enters search criteria through the terminal to search for information. For example, they might enter keywords such as "medical AI technology" and send a search command. This input data serves as the basis for specifically initiating the search. 【0279】 Step 2: 【0280】 The terminal receives input from the user and sends that data to the server. The transmitted data includes the search criteria specified by the user and reaches the server via the network. This operation initiates the search process. 【0281】 Step 3: 【0282】 The server searches for relevant data in the information recording medium based on the received search condition data. Specifically, it uses a database to filter the latest information related to "medical AI technology" and obtains the data. In this step, data screening based on the search conditions is performed. 【0283】 Step 4: 【0284】 The server formats the acquired data into a form that is easy for the user to understand. For example, it converts it into a table format that facilitates performance comparison. Through this data processing, information that is visually understandable and comparable for the user is created. 【0285】 Step 5: 【0286】 The server sends the formatted data to the terminal. The formatted data has a specific visual form such as a table or graph and is optimized for display on the terminal. 【0287】 Step 6: 【0288】 The terminal displays the formatted data received from the server to the user. The user can utilize the displayed information to efficiently compare the performance and features of different AI technologies. In this step, the final output of the data is completed. 【0289】 Step 7: 【0290】 The server analyzes the user's past search history and presents more relevant information. This enables the user to preferentially obtain particularly important information, having the effect of assisting in decision-making. At this stage, results considering the past history data are newly generated. 【0291】 (Application Example 1) 【0292】 Next, Application Example 1 will be described. In the following description, the data processing device 12 is referred to as the "server", and the smart glasses 214 are referred to as the "terminal". 【0293】 There is a need for efficient and effective methods to provide information on specific technological domains. Traditional information delivery methods struggle to properly classify and format vast amounts of information and recommend it based on user interests. Furthermore, they fail to quickly present the most relevant information to users, resulting in time-consuming and laborious information acquisition. In particular, there is a need for methods that leverage user data, such as viewing history, to provide personalized content experiences. 【0294】 The specific processing performed by the specific processing unit 290 of the data processing device 12 in Application Example 1 is realized by the following means. 【0295】 In this invention, the server includes means for searching an information recording medium storing data relating to a specific technical domain based on instructions from an information processing device; means for formatting the data obtained by the search means into a comparable format; means for recommending relevant content based on the user's past viewing history; and means for providing relevant content via a visual display device. This enables the user to efficiently obtain information relating to a specific technical domain and receive personalized content suggestions based on their viewing history. 【0296】 An "information processing device" is a device that processes information related to a specific technical domain and issues commands to provide it to the user. 【0297】 An "information recording medium" is a medium used to store data related to a specific technological field. 【0298】 A "searching method" is a function that finds data within an information recording medium based on instructions from an information processing device. 【0299】 "Formatting" refers to a function that processes acquired data to convert it into a format that is easy for the user to understand. 【0300】 An "information display device" is a device that visually presents formatted data to the user. 【0301】 The "viewing history" is a record of the content that the user has viewed in the past. 【0302】 The "means for recommending related content" is a function that proposes content highly relevant to the user based on the user's past viewing history. 【0303】 The "means for providing related content via a visual display device" is a function that utilizes a visual display device to present the recommended content to the user. 【0304】 This invention is a system designed to efficiently provide information related to a specific technical field. The following describes specific embodiments for implementing this invention. 【0305】 The server operates as an information processing device and is responsible for searching an information recording medium storing data related to a specific technical field. The database stores abundant information related to each technical field, and the server acquires relevant information based on the search conditions specified by the user. The retrieved data is formatted by the server into a form comparable by the user. The formatting process includes changing the data format and extracting important information. 【0306】 The terminal provides a user interface and is equipped with means for the user to input search conditions. This interface is provided with a text box and options for inputting keywords necessary for the search. When the user inputs, the terminal transmits this information to the server. 【0307】 Furthermore, the server analyzes the user's past viewing history and recommends highly relevant content. AI algorithms are utilized in this process to personalize the content based on the viewing history and the user's preference data. Thereby, the most suitable information for the user is provided. 【0308】 Visual display devices present formatted data and recommended content to users visually. Devices such as smartphones and head-mounted displays perform this function, allowing users to access information intuitively. 【0309】 For example, if a user is looking for the latest information on AI technology, entering the keyword "AI technology" will display highly relevant papers and explanatory videos. Furthermore, if the user has previously shown interest in AI image analysis technology, new research findings and explanations in that field will be recommended preferentially. 【0310】 An example of a prompt would be, "Suggest a video explaining the latest applications of neural networks that are of most interest to the viewer. Generate it as personalized content based on viewing history and keyword analysis." This allows users to receive information that best suits their interests and needs, improving the quality of their decision-making. 【0311】 The flow of a specific process in Application Example 1 will be explained using Figure 12. 【0312】 Step 1: 【0313】 The user accesses the terminal and enters keywords related to a specific technology area into the search interface. The entered keywords are validated by the system, and an error message is displayed if the input is invalid or contains only spaces. If the user's input is valid, the keywords are sent to the server. The input is text data such as "AI technology," and the output is the transmission of the validated keywords. 【0314】 Step 2: 【0315】 The server searches a database within the information storage medium based on the received keywords. It uses a search algorithm (e.g., SQL search or full-text search engine) to identify data in the relevant technical domain. During this process, keyword-based scoring is performed to prioritize the retrieval of highly relevant data. The input is keywords from the user, and the output is the retrieval of relevant datasets. 【0316】 Step 3: 【0317】 The server formats the data it retrieves. The data formatting process involves converting the retrieved data into tabular or list formats, making it comparable to the user. This process also includes extracting important information and filtering out unnecessary data. The formatted data is transformed into a concise and visually easy-to-understand form. The input is the search result data, and the output is the formatted data. 【0318】 Step 4: 【0319】 The server analyzes the user's past viewing history data and uses a generative AI model to recommend personalized content. Viewing history data is used to identify each user's past interests and tendencies, and a content recommendation algorithm (e.g., a recommendation system) is applied. The input is past viewing history data, and the output is a list of personalized content. 【0320】 Step 5: 【0321】 Formatted data and recommended content are transferred to the terminal's visual display device and presented to the user. The terminal displays the data through a user interface, allowing the user to make decisions based on this information. The display shows information in the form of lists, graphs, tables, etc., and the user can directly select the content they are interested in. The input is formatted data and recommendation lists, and the output is their visual representation. 【0322】 Step 6: 【0323】 Based on the information displayed, users input new search criteria and feedback. This feedback is sent to the system and used to improve the accuracy of future content recommendations. Input consists of user responses and feedback data, while output is an update to the dataset used for system training. 【0324】 Furthermore, an emotion engine that estimates the user's emotions may be incorporated. That is, the identification processing unit 290 may use the emotion identification model 59 to estimate the user's emotions and perform identification processing using the user's emotions. 【0325】 This invention is a system that combines an information processing device, an information recording medium, an information display device, and an emotion engine to provide information that takes user emotions into consideration. 【0326】 As an information processing device, the server has the function of searching for data related to a specific technical domain stored on an information recording medium. Based on the conditions entered by the user via a terminal, the server queries the database and retrieves relevant information. It then formats this information into a format that the user can easily understand. 【0327】 The emotion engine is implemented to recognize the user's emotional state in real time. For example, it identifies the user's current emotional state by analyzing their facial expressions and voice tone through the device's webcam and microphone. Based on the recognized emotions, the emotion engine dynamically adjusts the display format and content of information to best suit the user. 【0328】 The device functions as an information display device, presenting users with information optimized by an emotion engine. For example, if a user is feeling stressed, the screen layout can be simplified, or information can be displayed with positive messages. 【0329】 Users enter search criteria using the terminal's interface. Then, with the assistance of an emotion engine, information relevant to their emotions is presented, enabling better decision-making. This system aims to improve the user experience and better meet user needs. 【0330】 Thus, by considering the user's emotions in information retrieval and display, the system of the present invention can provide more advanced and interactive information than conventional systems. 【0331】 The following describes the processing flow. 【0332】 Step 1: 【0333】 The user opens the terminal interface and enters a search query related to the information they are looking for. For example, if the user is looking for information about "autonomous vehicle technology," they would enter that keyword into the terminal. 【0334】 Step 2: 【0335】 The terminal sends the entered search query to the server. This transmission is performed via an HTTP request over the internet. 【0336】 Step 3: 【0337】 The server searches the database within the information storage medium based on the received search query. Here, it utilizes SQL queries and optimized algorithms to quickly retrieve relevant technical information. 【0338】 Step 4: 【0339】 The server analyzes the data retrieved through searches and formats it into a user-friendly format. For example, it might summarize technical overviews, benefits, and the latest research findings in lists or tables. 【0340】 Step 5: 【0341】 The emotion engine recognizes the user's emotional state on the device. The device's camera captures the user's facial expressions, or the microphone analyzes their voice to acquire emotional data. 【0342】 Step 6: 【0343】 The emotion engine dynamically adjusts the content and layout of search results based on recognized emotions. For example, if a user is feeling anxious, it provides information through a simple interface and adds elements that provide reassurance. 【0344】 Step 7: 【0345】 The server sends the formatted data to the terminal in an optimized form based on the user's emotions. The terminal, acting as an information display device, then presents this data to the user. 【0346】 Step 8: 【0347】 Users view the presented information and evaluate the technical information that suits their purpose. If necessary, they can perform more detailed searches or make decisions from the presented options. 【0348】 Step 9: 【0349】 The emotion engine collects feedback based on user responses to inform future displays and suggestions. This allows for more personalized information presentations in the future. 【0350】 (Example 2) 【0351】 Next, we will describe Example 2. In the following description, the data processing device 12 will be referred to as the "server" and the smart glasses 214 will be referred to as the "terminal". 【0352】 Conventional information delivery systems display information without considering the user's emotional state, resulting in information being received in a way that is not appropriate to the user's situation or feelings, and thus a decline in the user experience. Therefore, there is a need to realize more advanced and personalized information delivery to improve user decision-making and satisfaction. 【0353】 The identification process performed by the identification processing unit 290 of the data processing device 12 in Example 2 is realized by the following means. 【0354】 In this invention, the server includes means for searching an information storage medium containing data relating to a specific technical domain based on instructions from an information processing device; means for formatting the acquired data into a comparable format; and means for dynamically adjusting the display format of the information using an emotion recognition engine for identifying the user's emotional state. This makes it possible to provide information that is appropriate to the user's emotional state and improve the user experience. 【0355】 An "information processing device" is a device that provides instructions to a server for performing specific processing and transmits search conditions. 【0356】 "Information storage medium" refers to a physical or electronic medium used to store data related to a specific technological domain. 【0357】 "Searching means" refers to a method or device for finding data that matches the user's criteria from an information storage medium. 【0358】 "Formatting means" refers to a method or device for organizing and converting acquired data into a format that is easy for the user to understand. 【0359】 An "emotion recognition engine" refers to software or hardware that analyzes a user's facial expressions, voice tone, and other factors in real time to identify their emotional state. 【0360】 An "information display device" is a screen or output device used to present information to a user. 【0361】 "Means of dynamic adjustment" refers to methods or functions that appropriately change the display format or content of information based on the user's emotional state. 【0362】 This invention is a system that searches for data related to a specific technical domain based on instructions from an information processing device and provides information tailored to the user's emotional state. The server efficiently searches for relevant data stored on an information storage medium using search conditions received from the information processing device. The retrieved data is organized into a format easily understood by the user by a formatting means. 【0363】 The device uses a camera and microphone to analyze facial expressions and voice tone in real time to identify the user's emotional state. This analysis utilizes software called an emotion recognition engine to accurately identify the user's current emotional state. 【0364】 Based on the emotional state obtained by the emotion recognition engine, the server dynamically adjusts the display format of information. For example, if the user is feeling stressed, the server will prioritize displaying simpler layouts and content that provides a sense of security. 【0365】 The terminal presents the user with pre-configured information sent from the server, using a highly visible user interface. This allows the user to receive information that is appropriate to their emotions and make better decisions. 【0366】 As a specific use case, if a user wants to know about the latest developments regarding generative AI models, the server can collect relevant and up-to-date data and, if the user is relaxed, present detailed technical data. An example of a prompt would be, "Consider the user's current emotional state and show how to provide information about the generative AI model in the most optimal way." This prompt allows the model to determine the most effective way to present information. 【0367】 The flow of the specific processing in Example 2 will be explained using Figure 13. 【0368】 Step 1: 【0369】 The user uses a terminal to enter search criteria related to their area of ​​interest. This input includes specific keywords or topics. The terminal sends these search criteria to the server, forming the query data that forms the basis of the search. The output of this step is a search query in a format that the server can understand. 【0370】 Step 2: 【0371】 The server searches the information storage medium based on the received search query. The server uses a database search algorithm to quickly and efficiently extract relevant data. This includes datasets related to a specific technical domain. The output is the unformatted dataset, which is then passed on to the next processing step. 【0372】 Step 3: 【0373】 The server formats the acquired data and converts it into a format that is intuitively easy for the user to understand. For example, the server may convert statistical data into graphs or charts. As input, the server receives a raw dataset and applies data formatting algorithms to obtain output in a user-friendly format. 【0374】 Step 4: 【0375】 The device uses an emotion recognition engine to analyze the user's emotional state in real time. The device captures the user's facial expressions and voice tone through its camera and microphone, and emotion analysis software processes this data. The output is the user's specific emotional state, and this information is used for dynamic information adjustment. 【0376】 Step 5: 【0377】 The server dynamically adjusts how information is displayed based on the user's emotional state. For example, if the user is stressed, the server reduces the load by displaying information sequentially. As input, the server receives formatted data and the user's emotional state, and executes an emotion adaptation algorithm to output the optimal data display method. 【0378】 Step 6: 【0379】 The terminal displays the adjusted information sent from the server. The terminal utilizes a highly visible user interface to ensure the information is presented clearly to the user. The output is the optimized information display itself. 【0380】 Step 7: 【0381】 Users can provide feedback on the information provided. This feedback is sent to the server via the terminal and used to improve system performance. As output, the server receives user feedback and obtains data to be used in future updates and improvement activities. 【0382】 (Application Example 2) 【0383】 Next, we will explain application example 2. In the following explanation, the data processing device 12 will be referred to as the "server," and the smart glasses 214 will be referred to as the "terminal." 【0384】 Conventional information delivery systems provide information uniformly without considering the user's emotional state, resulting in an insufficient user experience. Furthermore, since how users receive information varies greatly depending on their emotions, there is a need for information presentation tailored to those emotions. Even when users make electronic payments, there is a need for responses that are sensitive to their emotions, but conventional systems fail to meet this requirement. 【0385】 The specific processing performed by the specific processing unit 290 of the data processing device 12 in Application Example 2 is realized by the following means. 【0386】 In this invention, the server includes means for searching an information recording medium storing data relating to a specific technical domain based on instructions from an information processing device; means for formatting the data obtained by the search means into a comparable format; means for identifying the user's emotional state via an emotion analysis device; and means for dynamically optimizing the formatted data according to the emotional state. This enables the presentation and recommendation of information appropriate to the user's emotional state. 【0387】 An "information processing device" is a device that performs data retrieval and formatting, and has the function of searching for data related to a specific technical field based on instructions from the user. 【0388】 An "information recording medium" is a medium on which data is stored, and is intended to hold information related to a specific technological field. 【0389】 A "search method" is a function that performs the process of obtaining necessary data from an information recording medium. 【0390】 "Methods for formatting data into a comparable format" refer to the process of converting acquired data into a form that is easy for users to understand, and thus standardizing the data. 【0391】 An "emotion analysis device" is a device that identifies a user's emotional state in real time and has the function of analyzing facial expressions and voice tone. 【0392】 "Means of dynamically optimizing according to emotional state" refers to a process of adjusting the format and content of data presentation based on emotion analysis, enabling the provision of information that is tailored to the user's emotions. 【0393】 An "information display device" is a display device that presents formatted and optimized data to the user, and communicates information visually. 【0394】 The system realizing this invention consists mainly of an information processing device, an emotion analysis device, and an information display device. The information processing device has data retrieval and formatting functions, and the emotion analysis device is responsible for identifying the user's emotional state in real time. The information display device provides the user with data optimized based on their emotions. 【0395】 The server first operates as an information processing device, searching a specified database for information related to a particular technical domain. It uses common SQL queries and NoSQL database operations as search algorithms. Next, it formats the search results into a comparable format. This formatting process includes data filtering and normalization. 【0396】 The emotion analysis device is equipped with advanced facial recognition and voice analysis software. For example, it uses "Amazon Rekognition" and "Google Cloud Vision API" to analyze the user's facial expressions and voice tone to determine their emotional state. Based on this information, the system identifies whether the user is relaxed or stressed. 【0397】 The formatted and optimized information is visually presented to the user by an information display device. The information display device has the functionality to improve the UI / UX in response to the user's emotions and optimize the presentation of appropriate information. 【0398】 When considering a scenario where a user makes an electronic payment, if the system detects that the user is stressed based on their facial expression, it will recommend the "easy checkout" option. On the other hand, if the user is relaxed, it can display information about related products and encourage additional purchases. 【0399】 A concrete example of a prompt is, "Analyze the user's facial expressions and voice, identify their emotions, and suggest how to optimize their purchasing experience." By inputting this prompt into the generating AI model, further improvements to the user experience can be achieved. 【0400】 The flow of a specific process in Application Example 2 will be explained using Figure 14. 【0401】 Step 1: 【0402】 The server receives input from the user's terminal and searches for data related to a specific technical domain. Receiving user-specified criteria as input, the server searches the database using SQL queries or NoSQL-based queries. This process outputs a set of relevant information. 【0403】 Step 2: 【0404】 The server performs a function to format the acquired data. The formatting process filters the data and removes redundancy. Then, it converts the data into a user-friendly format, such as CSV or JSON. The formatted data is then generated as output. 【0405】 Step 3: 【0406】 An emotion analysis device analyzes the user's facial expressions and voice on the device. The device's camera and microphone capture the user's face and voice as input data, which is then analyzed. This analysis utilizes Amazon Rekognition and Google Cloud Vision APIs to identify the user's emotional state. The output from this process is information that represents the user's specific emotions, such as joy or stress. 【0407】 Step 4: 【0408】 The server uses the sentiment information obtained in the previous step to dynamically optimize the formatted data. Based on the user's sentiment, it sorts search results and adjusts the amount displayed. In the case of positive sentiment, it may also add additional optional information. As a result, the data is output in a format that is appropriate for the user's sentiment. 【0409】 Step 5: 【0410】 The device outputs optimized information to the information display device and presents it to the user. The user uses this information to make decisions. The information display device adjusts the UI to help the user better understand the information. For example, if stress is detected, the display is simplified and a positive message is added. 【0411】 The specific processing unit 290 transmits the result of the specific processing to the smart glasses 214. In the smart glasses 214, the control unit 46A causes the speaker 240 to output the result of the specific processing. The microphone 238 acquires audio indicating user input for the result of the specific processing. The control unit 46A transmits the audio data indicating user input acquired by the microphone 238 to the data processing unit 12. In the data processing unit 12, the specific processing unit 290 acquires the audio data. 【0412】 Data generation model 58 is a type of so-called generative AI (Artificial Intelligence). One example of data generation model 58 is ChatGPT (Internet search<URL: https: / / openai.com / blog / chatgpt> ), Gemini (Internet search) <url: https: gemini.google.com ?hl="ja">Examples of generative AI include the following. The data generation model 58 is obtained by performing deep learning on a neural network. The data generation model 58 is input with prompts containing instructions, and with inference data such as audio data representing speech, text data representing text, and image data representing images. The data generation model 58 infers from the input inference data according to the instructions indicated by the prompts, and outputs the inference results in data formats such as audio data and text data. Here, inference refers to, for example, analysis, classification, prediction, and / or summarization. 【0413】 In the above embodiment, an example was given in which specific processing is performed by the data processing device 12, but the technology of this disclosure is not limited thereto, and the specific processing may also be performed by the smart glasses 214. 【0414】 [Third Embodiment] 【0415】 Figure 5 shows an example of the configuration of the data processing system 310 according to the third embodiment. 【0416】 As shown in Figure 5, the data processing system 310 includes a data processing device 12 and a headset terminal 314. An example of the data processing device 12 is a server. 【0417】 The data processing device 12 comprises a computer 22, a database 24, and a communication interface 26. The computer 22 is an example of a "computer" related to the technology of this disclosure. The computer 22 comprises a processor 28, RAM 30, and storage 32. The processor 28, RAM 30, and storage 32 are connected to a bus 34. The database 24 and the communication interface 26 are also connected to the bus 34. The communication interface 26 is connected to a network 54. An example of the network 54 is a WAN (Wide Area Network) and / or a LAN (Local Area Network). 【0418】 The headset terminal 314 includes a computer 36, a microphone 238, a speaker 240, a camera 42, a communication interface 44, and a display 343. The computer 36 includes a processor 46, RAM 48, and storage 50. The processor 46, RAM 48, and storage 50 are connected to a bus 52. The microphone 238, speaker 240, camera 42, and display 343 are also connected to the bus 52. 【0419】 The microphone 238 receives voice signals from the user 20 and receives instructions from the user 20. The microphone 238 captures the voice signals from the user 20, converts the captured voice into audio data, and outputs it to the processor 46. The speaker 240 outputs audio according to the instructions from the processor 46. 【0420】 Camera 42 is a small digital camera equipped with an optical system including a lens, aperture, and shutter, and an image sensor such as a CMOS (Complementary Metal-Oxide-Semiconductor) image sensor or a CCD (Charge Coupled Device) image sensor, and captures images of the area around the user 20 (for example, an imaging range defined by a field of view equivalent to the width of a typical healthy person's field of vision). 【0421】 Communication interface 44 is connected to network 54. Communication interfaces 44 and 26 are responsible for the exchange of various information between processor 46 and processor 28 via network 54. The exchange of various information between processor 46 and processor 28 using communication interfaces 44 and 26 is performed in a secure manner. 【0422】 Figure 6 shows an example of the main functions of the data processing device 12 and the headset terminal 314. As shown in Figure 6, the data processing device 12 performs specific processing using the processor 28. The storage 32 stores the specific processing program 56. 【0423】 The specific processing program 56 is an example of a "program" relating to the technology of this disclosure. The processor 28 reads the specific processing program 56 from the storage 32 and executes the read specific processing program 56 on the RAM 30. The specific processing is realized by the processor 28 operating as a specific processing unit 290 in accordance with the specific processing program 56 executed on the RAM 30. 【0424】 The storage 32 stores the data generation model 58 and the emotion identification model 59. The data generation model 58 and the emotion identification model 59 are used by the identification processing unit 290. 【0425】 In the headset terminal 314, the processor 46 performs the reception output processing. The storage 50 stores the reception output program 60. The processor 46 reads the reception output program 60 from the storage 50 and executes the read reception output program 60 on the RAM 48. The reception output processing is realized by the processor 46 operating as a control unit 46A according to the reception output program 60 executed on the RAM 48. 【0426】 Next, the specific processing performed by the specific processing unit 290 of the data processing device 12 will be described. In the following description, the data processing device 12 will be referred to as the "server" and the headset terminal 314 will be referred to as the "terminal". 【0427】 The present invention relates to a method for efficiently providing a user with information in a specific technical domain using an information processing device, an information recording medium, and an information display device. 【0428】 The server acts as an information processing device, capable of searching for data related to a specific technical domain from an information recording medium. This search is performed according to the conditions entered by the user. The server formats the data obtained through the search into a user-friendly format and presents this formatted data to the user via an information display device. 【0429】 The terminal provides a user interface and a means for the user to enter search criteria. For example, if the user is looking for information on AI technology used in the medical field, they would enter "medical AI" into the terminal's interface. The terminal then sends this input to the server. 【0430】 The server receives this information and searches for an appropriate data storage medium. The search results retrieve information on multiple AI technologies. The server then formats this information into a comparable tabular format and sends it to the terminal. 【0431】 The terminal displays the received formatted data on an information display device. Through this display, users can easily compare the performance and characteristics of multiple AI technologies. Based on this information, users can select the optimal technology. 【0432】 Furthermore, the server has the ability to recommend the most relevant technologies based on user preferences and search history. For example, a user who has previously referenced a lot of information about medical image analysis can be given priority in being presented with new AI technologies specifically designed for image analysis. 【0433】 In this way, the system of the present invention plays a role in enabling users to efficiently obtain information and support their decision-making. 【0434】 The following describes the processing flow. 【0435】 Step 1: 【0436】 The user opens the device interface and enters a search query to retrieve information related to a specific technological field. For example, they might enter keywords or phrases such as "medical AI." 【0437】 Step 2: 【0438】 The terminal sends the user's entered search query and conditions to the server. Communication with the server occurs, for example, via an HTTP request. 【0439】 Step 3: 【0440】 The server searches databases within the information storage medium based on the received search query. It uses SQL queries and other search algorithms to retrieve data relevant to a specific technical domain. 【0441】 Step 4: 【0442】 The server analyzes the acquired data and formats it in a way that is easy for users to understand. Specifically, it formats the data into tables or lists that allow for comparison of performance and characteristics. 【0443】 Step 5: 【0444】 The server returns the formatted data to the terminal. The transmission is performed using data formats such as JSON. 【0445】 Step 6: 【0446】 The terminal analyzes the formatted data received from the server and displays it on the information display device. It is presented as easy-to-understand tables and graphs on the user interface. 【0447】 Step 7: 【0448】 Users review the displayed information and select and compare AI technologies that interest them. This allows users to evaluate the option that best suits their needs. 【0449】 Step 8: 【0450】 The server provides highly relevant suggestions based on user selections and past history. For example, it may present comparative data with new AI technologies or technologies previously evaluated. 【0451】 Step 9: 【0452】 Users can make decisions based on the information and suggestions provided, and if necessary, perform further searches to obtain more detailed information. 【0453】 (Example 1) 【0454】 Next, we will describe Example 1. In the following description, the data processing device 12 will be referred to as the "server," and the headset-type terminal 314 will be referred to as the "terminal." 【0455】 Conventional information retrieval systems have difficulty efficiently obtaining information on specific technical areas that users need, and in particular, they have struggled to select relevant information from large amounts of data and present information that is relevant to the user. Furthermore, personalization of information based on the user's past search history and preferences was not sufficiently implemented, resulting in insufficient support for users to determine the optimal choice. 【0456】 The identification process performed by the identification processing unit 290 of the data processing device 12 in Example 1 is realized by the following means. 【0457】 In this invention, the server includes means for searching a medium storing information about a region based on instructions from an information processing device, means for formatting the acquired information into a comparable format, and means for analyzing the user's search history and presenting highly relevant options. This enables the user to efficiently obtain the necessary information and receive personalized information based on their past search history. 【0458】 An "information processing device" is a device that processes data and has the function of retrieving necessary information based on instructions. 【0459】 An "information recording medium" is a medium that stores certain information and preserves it in a form that allows for later retrieval or access. 【0460】 A "search method" is a function that processes information based on input conditions and finds relevant data from an information recording medium. 【0461】 "Formatting" refers to a function that converts acquired information into a format that is easy for the user to understand. 【0462】 "Display means" refers to a device or function for providing formatted information to a user visually. 【0463】 "Search criteria" are the standards or values ​​that a user enters to identify the information they need. 【0464】 "Means of presenting options" refers to a function that specifies or recommends options that are beneficial to the user based on the information obtained. 【0465】 "Search history" refers to the history and trends of information searches a user has performed in the past. 【0466】 "Highly relevant options" are information or suggestions that are judged to be particularly suitable or high priority based on the user's search criteria, history, and preferences. 【0467】 The system of the present invention includes a server as an information processing device, a terminal that provides a user interface, and a display device that visually displays information. This system aims to efficiently provide users with information related to a specific technical domain. 【0468】 The server functions as an information processing device, searching for necessary data from information storage media. The search is based on conditions entered by the user via a terminal. For example, if a user is looking for information about "medical AI," the server retrieves the relevant information from the database and formats it into tables, graphs, and other formats. 【0469】 The terminal receives input from the user via the user interface and sends the search criteria to the server. For example, the user might enter "medical AI" and communicate their specific request to the system. This information is then sent to the server via the network. 【0470】 The server analyzes the acquired information and, taking into account the user's past search history, prioritizes presenting the user with the information deemed most relevant. This allows users to efficiently acquire information and make decisions. For example, users who have frequently searched for medical image analysis in the past will be given priority in seeing newly emerging image analysis technologies. 【0471】 The user can use the formatted information displayed on the terminal to compare the performance and features of multiple technologies and select the most suitable one. An example prompt might be, "Please display a comparison table of the performance of medical AI technologies." Based on this prompt, the system will find the necessary information and provide it to the user. 【0472】 The flow of the specific processing in Example 1 will be explained using Figure 11. 【0473】 Step 1: 【0474】 The user enters search criteria through the terminal to search for information. For example, they might enter keywords such as "medical AI technology" and send a search command. This input data serves as the basis for specifically initiating the search. 【0475】 Step 2: 【0476】 The terminal receives input from the user and sends that data to the server. The transmitted data includes the search criteria specified by the user and reaches the server via the network. This operation initiates the search process. 【0477】 Step 3: 【0478】 The server searches for relevant data within the information storage medium based on the received search criteria data. Specifically, it uses a database to filter and retrieve the latest information related to "medical AI technology." In this step, data selection is performed based on the search criteria. 【0479】 Step 4: 【0480】 The server formats the acquired data into a user-friendly format. For example, it converts it into a tabular format that facilitates performance comparisons. This data processing creates visually clear and comparable information for the user. 【0481】 Step 5: 【0482】 The server sends the formatted data to the terminal. The formatted data has a specific visual format, such as tables and graphs, and is optimized for display on the terminal. 【0483】 Step 6: 【0484】 The terminal displays the formatted data received from the server to the user. The user can use the displayed information to efficiently compare the performance and characteristics of different AI technologies. This step completes the output of the final data. 【0485】 Step 7: 【0486】 The server analyzes the user's past search history and presents more relevant information. This allows the user to prioritize obtaining particularly important information, thus supporting their decision-making. At this stage, a new result is generated that takes past historical data into account. 【0487】 (Application Example 1) 【0488】 Next, we will explain Application Example 1. In the following explanation, the data processing device 12 will be referred to as the "server," and the headset-type terminal 314 will be referred to as the "terminal." 【0489】 There is a need for efficient and effective methods to provide information on specific technological domains. Traditional information delivery methods struggle to properly classify and format vast amounts of information and recommend it based on user interests. Furthermore, they fail to quickly present the most relevant information to users, resulting in time-consuming and laborious information acquisition. In particular, there is a need for methods that leverage user data, such as viewing history, to provide personalized content experiences. 【0490】 The specific processing performed by the specific processing unit 290 of the data processing device 12 in Application Example 1 is realized by the following means. 【0491】 In this invention, the server includes means for searching an information recording medium storing data relating to a specific technical domain based on instructions from an information processing device; means for formatting the data obtained by the search means into a comparable format; means for recommending relevant content based on the user's past viewing history; and means for providing relevant content via a visual display device. This enables the user to efficiently obtain information relating to a specific technical domain and receive personalized content suggestions based on their viewing history. 【0492】 An "information processing device" is a device that processes information related to a specific technical domain and issues commands to provide it to the user. 【0493】 An "information recording medium" is a medium used to store data related to a specific technological field. 【0494】 A "searching method" is a function that finds data within an information recording medium based on instructions from an information processing device. 【0495】 "Formatting" refers to a function that processes acquired data to convert it into a format that is easy for the user to understand. 【0496】 An "information display device" is a device that visually presents formatted data to the user. 【0497】 "Viewing history" refers to a record of content that a user has viewed in the past. 【0498】 "Methods for recommending relevant content" refers to a function that suggests content highly relevant to the user based on the user's past viewing history. 【0499】 "Means of providing relevant content via a visual display device" refers to a function that utilizes a visual display device to present recommended content to the user. 【0500】 This invention is a system designed to efficiently provide information in a specific technical domain. The following describes specific embodiments for carrying out this invention. 【0501】 The server operates as an information processing device and is responsible for searching information storage media that contain data related to a specific technical domain. The database stores a wealth of information on each technical domain, and the server retrieves relevant information based on the search criteria specified by the user. The retrieved data is then formatted by the server into a format that the user can compare. This formatting process includes changing the data format and extracting important information. 【0502】 The terminal provides a user interface and means for the user to enter search criteria. This interface includes text boxes and options for entering keywords required for the search. Once the user enters information, the terminal sends this information to the server. 【0503】 Furthermore, the server analyzes the user's past viewing history and recommends highly relevant content. This process utilizes AI algorithms to personalize content based on viewing history and user preference data. This ensures that the user receives the most relevant information. 【0504】 Visual display devices present formatted data and recommended content to users visually. Devices such as smartphones and head-mounted displays perform this function, allowing users to access information intuitively. 【0505】 For example, if a user is looking for the latest information on AI technology, entering the keyword "AI technology" will display highly relevant papers and explanatory videos. Furthermore, if the user has previously shown interest in AI image analysis technology, new research findings and explanations in that field will be recommended preferentially. 【0506】 An example of a prompt would be, "Suggest a video explaining the latest applications of neural networks that are of most interest to the viewer. Generate it as personalized content based on viewing history and keyword analysis." This allows users to receive information that best suits their interests and needs, improving the quality of their decision-making. 【0507】 The flow of a specific process in Application Example 1 will be explained using Figure 12. 【0508】 Step 1: 【0509】 The user accesses the terminal and enters keywords related to a specific technology area into the search interface. The entered keywords are validated by the system, and an error message is displayed if the input is invalid or contains only spaces. If the user's input is valid, the keywords are sent to the server. The input is text data such as "AI technology," and the output is the transmission of the validated keywords. 【0510】 Step 2: 【0511】 The server searches a database within the information storage medium based on the received keywords. It uses a search algorithm (e.g., SQL search or full-text search engine) to identify data in the relevant technical domain. During this process, keyword-based scoring is performed to prioritize the retrieval of highly relevant data. The input is keywords from the user, and the output is the retrieval of relevant datasets. 【0512】 Step 3: 【0513】 The server formats the data it retrieves. The data formatting process involves converting the retrieved data into tabular or list formats, making it comparable to the user. This process also includes extracting important information and filtering out unnecessary data. The formatted data is transformed into a concise and visually easy-to-understand form. The input is the search result data, and the output is the formatted data. 【0514】 Step 4: 【0515】 The server analyzes the user's past viewing history data and uses a generative AI model to recommend personalized content. Viewing history data is used to identify each user's past interests and tendencies, and a content recommendation algorithm (e.g., a recommendation system) is applied. The input is past viewing history data, and the output is a list of personalized content. 【0516】 Step 5: 【0517】 Formatted data and recommended content are transferred to the terminal's visual display device and presented to the user. The terminal displays the data through a user interface, allowing the user to make decisions based on this information. The display shows information in the form of lists, graphs, tables, etc., and the user can directly select the content they are interested in. The input is formatted data and recommendation lists, and the output is their visual representation. 【0518】 Step 6: 【0519】 Based on the information displayed, users input new search criteria and feedback. This feedback is sent to the system and used to improve the accuracy of future content recommendations. Input consists of user responses and feedback data, while output is an update to the dataset used for system training. 【0520】 Furthermore, an emotion engine that estimates the user's emotions may be incorporated. That is, the identification processing unit 290 may use the emotion identification model 59 to estimate the user's emotions and perform identification processing using the user's emotions. 【0521】 This invention is a system that combines an information processing device, an information recording medium, an information display device, and an emotion engine to provide information that takes user emotions into consideration. 【0522】 As an information processing device, the server has the function of searching for data related to a specific technical domain stored on an information recording medium. Based on the conditions entered by the user via a terminal, the server queries the database and retrieves relevant information. It then formats this information into a format that the user can easily understand. 【0523】 The emotion engine is implemented to recognize the user's emotional state in real time. For example, it identifies the user's current emotional state by analyzing their facial expressions and voice tone through the device's webcam and microphone. Based on the recognized emotions, the emotion engine dynamically adjusts the display format and content of information to best suit the user. 【0524】 The device functions as an information display device, presenting users with information optimized by an emotion engine. For example, if a user is feeling stressed, the screen layout can be simplified, or information can be displayed with positive messages. 【0525】 Users enter search criteria using the terminal's interface. Then, with the assistance of an emotion engine, information relevant to their emotions is presented, enabling better decision-making. This system aims to improve the user experience and better meet user needs. 【0526】 Thus, by considering the user's emotions in information retrieval and display, the system of the present invention can provide more advanced and interactive information than conventional systems. 【0527】 The following describes the processing flow. 【0528】 Step 1: 【0529】 The user opens the terminal interface and enters a search query related to the information they are looking for. For example, if the user is looking for information about "autonomous vehicle technology," they would enter that keyword into the terminal. 【0530】 Step 2: 【0531】 The terminal sends the entered search query to the server. This transmission is performed via an HTTP request over the internet. 【0532】 Step 3: 【0533】 The server searches the database within the information storage medium based on the received search query. Here, it utilizes SQL queries and optimized algorithms to quickly retrieve relevant technical information. 【0534】 Step 4: 【0535】 The server analyzes the data retrieved through searches and formats it into a user-friendly format. For example, it might summarize technical overviews, benefits, and the latest research findings in lists or tables. 【0536】 Step 5: 【0537】 The emotion engine recognizes the user's emotional state on the device. The device's camera captures the user's facial expressions, or the microphone analyzes their voice to acquire emotional data. 【0538】 Step 6: 【0539】 The emotion engine dynamically adjusts the content and layout of search results based on recognized emotions. For example, if a user is feeling anxious, it provides information through a simple interface and adds elements that provide reassurance. 【0540】 Step 7: 【0541】 The server sends the formatted data to the terminal in an optimized form based on the user's emotions. The terminal, acting as an information display device, then presents this data to the user. 【0542】 Step 8: 【0543】 Users view the presented information and evaluate the technical information that suits their purpose. If necessary, they can perform more detailed searches or make decisions from the presented options. 【0544】 Step 9: 【0545】 The emotion engine collects feedback based on user responses to inform future displays and suggestions. This allows for more personalized information presentations in the future. 【0546】 (Example 2) 【0547】 Next, we will describe Example 2. In the following description, the data processing device 12 will be referred to as the "server," and the headset-type terminal 314 will be referred to as the "terminal." 【0548】 Conventional information delivery systems display information without considering the user's emotional state, resulting in information being received in a way that is not appropriate to the user's situation or feelings, and thus a decline in the user experience. Therefore, there is a need to realize more advanced and personalized information delivery to improve user decision-making and satisfaction. 【0549】 The identification process performed by the identification processing unit 290 of the data processing device 12 in Example 2 is realized by the following means. 【0550】 In this invention, the server includes means for searching an information storage medium containing data relating to a specific technical domain based on instructions from an information processing device; means for formatting the acquired data into a comparable format; and means for dynamically adjusting the display format of the information using an emotion recognition engine for identifying the user's emotional state. This makes it possible to provide information that is appropriate to the user's emotional state and improve the user experience. 【0551】 An "information processing device" is a device that provides instructions to a server for performing specific processing and transmits search conditions. 【0552】 "Information storage medium" refers to a physical or electronic medium used to store data related to a specific technological domain. 【0553】 "Searching means" refers to a method or device for finding data that matches the user's criteria from an information storage medium. 【0554】 "Formatting means" refers to a method or device for organizing and converting acquired data into a format that is easy for the user to understand. 【0555】 An "emotion recognition engine" refers to software or hardware that analyzes a user's facial expressions, voice tone, and other factors in real time to identify their emotional state. 【0556】 An "information display device" is a screen or output device used to present information to a user. 【0557】 "Means of dynamic adjustment" refers to methods or functions that appropriately change the display format or content of information based on the user's emotional state. 【0558】 This invention is a system that searches for data related to a specific technical domain based on instructions from an information processing device and provides information tailored to the user's emotional state. The server efficiently searches for relevant data stored on an information storage medium using search conditions received from the information processing device. The retrieved data is organized into a format easily understood by the user by a formatting means. 【0559】 The device uses a camera and microphone to analyze facial expressions and voice tone in real time to identify the user's emotional state. This analysis utilizes software called an emotion recognition engine to accurately identify the user's current emotional state. 【0560】 Based on the emotional state obtained by the emotion recognition engine, the server dynamically adjusts the display format of information. For example, if the user is feeling stressed, the server will prioritize displaying simpler layouts and content that provides a sense of security. 【0561】 The terminal presents the user with pre-configured information sent from the server, using a highly visible user interface. This allows the user to receive information that is appropriate to their emotions and make better decisions. 【0562】 As a specific use case, if a user wants to know about the latest developments regarding generative AI models, the server can collect relevant and up-to-date data and, if the user is relaxed, present detailed technical data. An example of a prompt would be, "Consider the user's current emotional state and show how to provide information about the generative AI model in the most optimal way." This prompt allows the model to determine the most effective way to present information. 【0563】 The flow of the specific processing in Example 2 will be explained using Figure 13. 【0564】 Step 1: 【0565】 The user uses a terminal to enter search criteria related to their area of ​​interest. This input includes specific keywords or topics. The terminal sends these search criteria to the server, forming the query data that forms the basis of the search. The output of this step is a search query in a format that the server can understand. 【0566】 Step 2: 【0567】 The server searches the information storage medium based on the received search query. The server uses a database search algorithm to quickly and efficiently extract relevant data. This includes datasets related to a specific technical domain. The output is the unformatted dataset, which is then passed on to the next processing step. 【0568】 Step 3: 【0569】 The server formats the acquired data and converts it into a format that is intuitively easy for the user to understand. For example, the server may convert statistical data into graphs or charts. As input, the server receives a raw dataset and applies data formatting algorithms to obtain output in a user-friendly format. 【0570】 Step 4: 【0571】 The device uses an emotion recognition engine to analyze the user's emotional state in real time. The device captures the user's facial expressions and voice tone through its camera and microphone, and emotion analysis software processes this data. The output is the user's specific emotional state, and this information is used for dynamic information adjustment. 【0572】 Step 5: 【0573】 The server dynamically adjusts how information is displayed based on the user's emotional state. For example, if the user is stressed, the server reduces the load by displaying information sequentially. As input, the server receives formatted data and the user's emotional state, and executes an emotion adaptation algorithm to output the optimal data display method. 【0574】 Step 6: 【0575】 The terminal displays the adjusted information sent from the server. The terminal utilizes a highly visible user interface to ensure the information is presented clearly to the user. The output is the optimized information display itself. 【0576】 Step 7: 【0577】 Users can provide feedback on the information provided. This feedback is sent to the server via the terminal and used to improve system performance. As output, the server receives user feedback and obtains data to be used in future updates and improvement activities. 【0578】 (Application Example 2) 【0579】 Next, we will explain application example 2. In the following explanation, the data processing device 12 will be referred to as the "server," and the headset-type terminal 314 will be referred to as the "terminal." 【0580】 Conventional information delivery systems provide information uniformly without considering the user's emotional state, resulting in an insufficient user experience. Furthermore, since how users receive information varies greatly depending on their emotions, there is a need for information presentation tailored to those emotions. Even when users make electronic payments, there is a need for responses that are sensitive to their emotions, but conventional systems fail to meet this requirement. 【0581】 The specific processing performed by the specific processing unit 290 of the data processing device 12 in Application Example 2 is realized by the following means. 【0582】 In this invention, the server includes means for searching an information recording medium storing data relating to a specific technical domain based on instructions from an information processing device; means for formatting the data obtained by the search means into a comparable format; means for identifying the user's emotional state via an emotion analysis device; and means for dynamically optimizing the formatted data according to the emotional state. This enables the presentation and recommendation of information appropriate to the user's emotional state. 【0583】 An "information processing device" is a device that performs data retrieval and formatting, and has the function of searching for data related to a specific technical field based on instructions from the user. 【0584】 An "information recording medium" is a medium on which data is stored, and is intended to hold information related to a specific technological field. 【0585】 A "search method" is a function that performs the process of obtaining necessary data from an information recording medium. 【0586】 "Methods for formatting data into a comparable format" refer to the process of converting acquired data into a form that is easy for users to understand, and thus standardizing the data. 【0587】 An "emotion analysis device" is a device that identifies a user's emotional state in real time and has the function of analyzing facial expressions and voice tone. 【0588】 "Means of dynamically optimizing according to emotional state" refers to a process of adjusting the format and content of data presentation based on emotion analysis, enabling the provision of information that is tailored to the user's emotions. 【0589】 An "information display device" is a display device that presents formatted and optimized data to the user, and communicates information visually. 【0590】 The system realizing this invention consists mainly of an information processing device, an emotion analysis device, and an information display device. The information processing device has data retrieval and formatting functions, and the emotion analysis device is responsible for identifying the user's emotional state in real time. The information display device provides the user with data optimized based on their emotions. 【0591】 The server first operates as an information processing device, searching a specified database for information related to a particular technical domain. It uses common SQL queries and NoSQL database operations as search algorithms. Next, it formats the search results into a comparable format. This formatting process includes data filtering and normalization. 【0592】 The emotion analysis device is equipped with advanced facial recognition and voice analysis software. For example, it uses "Amazon Rekognition" and "Google Cloud Vision API" to analyze the user's facial expressions and voice tone to determine their emotional state. Based on this information, the system identifies whether the user is relaxed or stressed. 【0593】 The formatted and optimized information is visually presented to the user by an information display device. The information display device has the functionality to improve the UI / UX in response to the user's emotions and optimize the presentation of appropriate information. 【0594】 When considering a scenario where a user makes an electronic payment, if the system detects that the user is stressed based on their facial expression, it will recommend the "easy checkout" option. On the other hand, if the user is relaxed, it can display information about related products and encourage additional purchases. 【0595】 A concrete example of a prompt is, "Analyze the user's facial expressions and voice, identify their emotions, and suggest how to optimize their purchasing experience." By inputting this prompt into the generating AI model, further improvements to the user experience can be achieved. 【0596】 The flow of a specific process in Application Example 2 will be explained using Figure 14. 【0597】 Step 1: 【0598】 The server receives input from the user's terminal and searches for data related to a specific technical domain. Receiving user-specified criteria as input, the server searches the database using SQL queries or NoSQL-based queries. This process outputs a set of relevant information. 【0599】 Step 2: 【0600】 The server performs a function to format the acquired data. The formatting process filters the data and removes redundancy. Then, it converts the data into a user-friendly format, such as CSV or JSON. The formatted data is then generated as output. 【0601】 Step 3: 【0602】 An emotion analysis device analyzes the user's facial expressions and voice on the device. The device's camera and microphone capture the user's face and voice as input data, which is then analyzed. This analysis utilizes Amazon Rekognition and Google Cloud Vision APIs to identify the user's emotional state. The output from this process is information that represents the user's specific emotions, such as joy or stress. 【0603】 Step 4: 【0604】 The server uses the sentiment information obtained in the previous step to dynamically optimize the formatted data. Based on the user's sentiment, it sorts search results and adjusts the amount displayed. In the case of positive sentiment, it may also add additional optional information. As a result, the data is output in a format that is appropriate for the user's sentiment. 【0605】 Step 5: 【0606】 The device outputs optimized information to the information display device and presents it to the user. The user uses this information to make decisions. The information display device adjusts the UI to help the user better understand the information. For example, if stress is detected, the display is simplified and a positive message is added. 【0607】 The specific processing unit 290 transmits the result of the specific processing to the headset terminal 314. In the headset terminal 314, the control unit 46A causes the speaker 240 and display 343 to output the result of the specific processing. The microphone 238 acquires audio indicating user input for the result of the specific processing. The control unit 46A transmits the audio data indicating user input acquired by the microphone 238 to the data processing unit 12. In the data processing unit 12, the specific processing unit 290 acquires the audio data. 【0608】 Data generation model 58 is a type of so-called generative AI (Artificial Intelligence). One example of data generation model 58 is ChatGPT (Internet search<URL: https: / / openai.com / blog / chatgpt> ), Gemini (Internet search) <url: https: gemini.google.com ?hl="ja">Examples of generative AI include the following. The data generation model 58 is obtained by performing deep learning on a neural network. The data generation model 58 is input with prompts containing instructions, and with inference data such as audio data representing speech, text data representing text, and image data representing images. The data generation model 58 infers from the input inference data according to the instructions indicated by the prompts, and outputs the inference results in data formats such as audio data and text data. Here, inference refers to, for example, analysis, classification, prediction, and / or summarization. 【0609】 In the above embodiment, an example was given in which specific processing is performed by the data processing device 12, but the technology of this disclosure is not limited thereto, and specific processing may also be performed by the headset terminal 314. 【0610】 [Fourth Embodiment] 【0611】 Figure 7 shows an example of the configuration of the data processing system 410 according to the fourth embodiment. 【0612】 As shown in Figure 7, the data processing system 410 includes a data processing device 12 and a robot 414. An example of the data processing device 12 is a server. 【0613】 The data processing device 12 comprises a computer 22, a database 24, and a communication interface 26. The computer 22 is an example of a "computer" related to the technology of this disclosure. The computer 22 comprises a processor 28, RAM 30, and storage 32. The processor 28, RAM 30, and storage 32 are connected to a bus 34. The database 24 and the communication interface 26 are also connected to the bus 34. The communication interface 26 is connected to a network 54. An example of the network 54 is a WAN (Wide Area Network) and / or a LAN (Local Area Network). 【0614】 The robot 414 includes a computer 36, a microphone 238, a speaker 240, a camera 42, a communication interface 44, and a controlled object 443. The computer 36 includes a processor 46, RAM 48, and storage 50. The processor 46, RAM 48, and storage 50 are connected to a bus 52. The microphone 238, speaker 240, camera 42, and controlled object 443 are also connected to the bus 52. 【0615】 The microphone 238 receives voice signals from the user 20 and receives instructions from the user 20. The microphone 238 captures the voice signals from the user 20, converts the captured voice into audio data, and outputs it to the processor 46. The speaker 240 outputs audio according to the instructions from the processor 46. 【0616】 Camera 42 is a small digital camera equipped with an optical system including a lens, aperture, and shutter, and an image sensor such as a CMOS (Complementary Metal-Oxide-Semiconductor) image sensor or a CCD (Charge Coupled Device) image sensor, and captures images of the area around the user 20 (for example, an imaging range defined by a field of view equivalent to the width of a typical healthy person's field of vision). 【0617】 Communication interface 44 is connected to network 54. Communication interfaces 44 and 26 are responsible for the exchange of various information between processor 46 and processor 28 via network 54. The exchange of various information between processor 46 and processor 28 using communication interfaces 44 and 26 is performed in a secure manner. 【0618】 The controlled object 443 includes a display device, LEDs in the eyes, and motors that drive the arms, hands, and feet. The posture and gestures of the robot 414 are controlled by controlling the motors of the arms, hands, and feet. Some of the robot 414's emotions can be expressed by controlling these motors. Furthermore, the robot 414's facial expressions can also be expressed by controlling the illumination state of the LEDs in its eyes. 【0619】 Figure 8 shows an example of the main functions of the data processing device 12 and the robot 414. As shown in Figure 8, the data processing device 12 performs specific processing using the processor 28. The storage 32 stores the specific processing program 56. 【0620】 The specific processing program 56 is an example of a "program" relating to the technology of this disclosure. The processor 28 reads the specific processing program 56 from the storage 32 and executes the read specific processing program 56 on the RAM 30. The specific processing is realized by the processor 28 operating as a specific processing unit 290 in accordance with the specific processing program 56 executed on the RAM 30. 【0621】 The storage 32 stores the data generation model 58 and the emotion identification model 59. The data generation model 58 and the emotion identification model 59 are used by the identification processing unit 290. 【0622】 In robot 414, the processor 46 performs the reception output processing. The storage 50 stores the reception output program 60. The processor 46 reads the reception output program 60 from the storage 50 and executes the read reception output program 60 on the RAM 48. The reception output processing is realized by the processor 46 operating as a control unit 46A according to the reception output program 60 executed on the RAM 48. 【0623】 Next, the specific processing performed by the specific processing unit 290 of the data processing device 12 will be described. In the following description, the data processing device 12 will be referred to as the "server" and the robot 414 as the "terminal". 【0624】 The present invention relates to a method for efficiently providing a user with information in a specific technical domain using an information processing device, an information recording medium, and an information display device. 【0625】 The server acts as an information processing device, capable of searching for data related to a specific technical domain from an information recording medium. This search is performed according to the conditions entered by the user. The server formats the data obtained through the search into a user-friendly format and presents this formatted data to the user via an information display device. 【0626】 The terminal provides a user interface and a means for the user to enter search criteria. For example, if the user is looking for information on AI technology used in the medical field, they would enter "medical AI" into the terminal's interface. The terminal then sends this input to the server. 【0627】 The server receives this information and searches for an appropriate data storage medium. The search results retrieve information on multiple AI technologies. The server then formats this information into a comparable tabular format and sends it to the terminal. 【0628】 The terminal displays the received formatted data on an information display device. Through this display, users can easily compare the performance and characteristics of multiple AI technologies. Based on this information, users can select the optimal technology. 【0629】 Furthermore, the server has the ability to recommend the most relevant technologies based on user preferences and search history. For example, a user who has previously referenced a lot of information about medical image analysis can be given priority in being presented with new AI technologies specifically designed for image analysis. 【0630】 In this way, the system of the present invention plays a role in enabling users to efficiently obtain information and support their decision-making. 【0631】 The following describes the processing flow. 【0632】 Step 1: 【0633】 The user opens the device interface and enters a search query to retrieve information related to a specific technological field. For example, they might enter keywords or phrases such as "medical AI." 【0634】 Step 2: 【0635】 The terminal sends the user's entered search query and conditions to the server. Communication with the server occurs, for example, via an HTTP request. 【0636】 Step 3: 【0637】 The server searches databases within the information storage medium based on the received search query. It uses SQL queries and other search algorithms to retrieve data relevant to a specific technical domain. 【0638】 Step 4: 【0639】 The server analyzes the acquired data and formats it in a way that is easy for users to understand. Specifically, it formats the data into tables or lists that allow for comparison of performance and characteristics. 【0640】 Step 5: 【0641】 The server returns the formatted data to the terminal. The transmission is performed using data formats such as JSON. 【0642】 Step 6: 【0643】 The terminal analyzes the formatted data received from the server and displays it on the information display device. It is presented as easy-to-understand tables and graphs on the user interface. 【0644】 Step 7: 【0645】 Users review the displayed information and select and compare AI technologies that interest them. This allows users to evaluate the option that best suits their needs. 【0646】 Step 8: 【0647】 The server provides highly relevant suggestions based on user selections and past history. For example, it may present comparative data with new AI technologies or technologies previously evaluated. 【0648】 Step 9: 【0649】 Users can make decisions based on the information and suggestions provided, and if necessary, perform further searches to obtain more detailed information. 【0650】 (Example 1) 【0651】 Next, we will describe Example 1. In the following description, the data processing device 12 will be referred to as the "server" and the robot 414 as the "terminal". 【0652】 Conventional information retrieval systems have difficulty efficiently obtaining information on specific technical areas that users need, and in particular, they have struggled to select relevant information from large amounts of data and present information that is relevant to the user. Furthermore, personalization of information based on the user's past search history and preferences was not sufficiently implemented, resulting in insufficient support for users to determine the optimal choice. 【0653】 The identification process performed by the identification processing unit 290 of the data processing device 12 in Example 1 is realized by the following means. 【0654】 In this invention, the server includes means for searching a medium storing information about a region based on instructions from an information processing device, means for formatting the acquired information into a comparable format, and means for analyzing the user's search history and presenting highly relevant options. This enables the user to efficiently obtain the necessary information and receive personalized information based on their past search history. 【0655】 An "information processing device" is a device that processes data and has the function of retrieving necessary information based on instructions. 【0656】 An "information recording medium" is a medium that stores certain information and preserves it in a form that allows for later retrieval or access. 【0657】 A "search method" is a function that processes information based on input conditions and finds relevant data from an information recording medium. 【0658】 "Formatting" refers to a function that converts acquired information into a format that is easy for the user to understand. 【0659】 "Display means" refers to a device or function for providing formatted information to a user visually. 【0660】 "Search criteria" are the standards or values ​​that a user enters to identify the information they need. 【0661】 "Means of presenting options" refers to a function that specifies or recommends options that are beneficial to the user based on the information obtained. 【0662】 "Search history" refers to the history and trends of information searches a user has performed in the past. 【0663】 "Highly relevant options" are information or suggestions that are judged to be particularly suitable or high priority based on the user's search criteria, history, and preferences. 【0664】 The system of the present invention includes a server as an information processing device, a terminal that provides a user interface, and a display device that visually displays information. This system aims to efficiently provide users with information related to a specific technical domain. 【0665】 The server functions as an information processing device, searching for necessary data from information storage media. The search is based on conditions entered by the user via a terminal. For example, if a user is looking for information about "medical AI," the server retrieves the relevant information from the database and formats it into tables, graphs, and other formats. 【0666】 The terminal receives input from the user via the user interface and sends the search criteria to the server. For example, the user might enter "medical AI" and communicate their specific request to the system. This information is then sent to the server via the network. 【0667】 The server analyzes the acquired information and, taking into account the user's past search history, prioritizes presenting the user with the information deemed most relevant. This allows users to efficiently acquire information and make decisions. For example, users who have frequently searched for medical image analysis in the past will be given priority in seeing newly emerging image analysis technologies. 【0668】 The user can use the formatted information displayed on the terminal to compare the performance and features of multiple technologies and select the most suitable one. An example prompt might be, "Please display a comparison table of the performance of medical AI technologies." Based on this prompt, the system will find the necessary information and provide it to the user. 【0669】 The flow of the specific processing in Example 1 will be explained using Figure 11. 【0670】 Step 1: 【0671】 The user enters search criteria through the terminal to search for information. For example, they might enter keywords such as "medical AI technology" and send a search command. This input data serves as the basis for specifically initiating the search. 【0672】 Step 2: 【0673】 The terminal receives input from the user and sends that data to the server. The transmitted data includes the search criteria specified by the user and reaches the server via the network. This operation initiates the search process. 【0674】 Step 3: 【0675】 The server searches for relevant data within the information storage medium based on the received search criteria data. Specifically, it uses a database to filter and retrieve the latest information related to "medical AI technology." In this step, data selection is performed based on the search criteria. 【0676】 Step 4: 【0677】 The server formats the acquired data into a user-friendly format. For example, it converts it into a tabular format that facilitates performance comparisons. This data processing creates visually clear and comparable information for the user. 【0678】 Step 5: 【0679】 The server sends the formatted data to the terminal. The formatted data has a specific visual format, such as tables and graphs, and is optimized for display on the terminal. 【0680】 Step 6: 【0681】 The terminal displays the formatted data received from the server to the user. The user can use the displayed information to efficiently compare the performance and characteristics of different AI technologies. This step completes the output of the final data. 【0682】 Step 7: 【0683】 The server analyzes the user's past search history and presents more relevant information. This allows the user to prioritize obtaining particularly important information, thus supporting their decision-making. At this stage, a new result is generated that takes past historical data into account. 【0684】 (Application Example 1) 【0685】 Next, we will explain Application Example 1. In the following explanation, the data processing device 12 will be referred to as the "server" and the robot 414 as the "terminal". 【0686】 There is a need for efficient and effective methods to provide information on specific technological domains. Traditional information delivery methods struggle to properly classify and format vast amounts of information and recommend it based on user interests. Furthermore, they fail to quickly present the most relevant information to users, resulting in time-consuming and laborious information acquisition. In particular, there is a need for methods that leverage user data, such as viewing history, to provide personalized content experiences. 【0687】 The specific processing performed by the specific processing unit 290 of the data processing device 12 in Application Example 1 is realized by the following means. 【0688】 In this invention, the server includes means for searching an information recording medium storing data relating to a specific technical domain based on instructions from an information processing device; means for formatting the data obtained by the search means into a comparable format; means for recommending relevant content based on the user's past viewing history; and means for providing relevant content via a visual display device. This enables the user to efficiently obtain information relating to a specific technical domain and receive personalized content suggestions based on their viewing history. 【0689】 An "information processing device" is a device that processes information related to a specific technical domain and issues commands to provide it to the user. 【0690】 An "information recording medium" is a medium used to store data related to a specific technological field. 【0691】 A "searching method" is a function that finds data within an information recording medium based on instructions from an information processing device. 【0692】 "Formatting" refers to a function that processes acquired data to convert it into a format that is easy for the user to understand. 【0693】 An "information display device" is a device that visually presents formatted data to the user. 【0694】 "Viewing history" refers to a record of content that a user has viewed in the past. 【0695】 "Methods for recommending relevant content" refers to a function that suggests content highly relevant to the user based on the user's past viewing history. 【0696】 "Means of providing relevant content via a visual display device" refers to a function that utilizes a visual display device to present recommended content to the user. 【0697】 This invention is a system designed to efficiently provide information in a specific technical domain. The following describes specific embodiments for carrying out this invention. 【0698】 The server operates as an information processing device and is responsible for searching information storage media that contain data related to a specific technical domain. The database stores a wealth of information on each technical domain, and the server retrieves relevant information based on the search criteria specified by the user. The retrieved data is then formatted by the server into a format that the user can compare. This formatting process includes changing the data format and extracting important information. 【0699】 The terminal provides a user interface and means for the user to enter search criteria. This interface includes text boxes and options for entering keywords required for the search. Once the user enters information, the terminal sends this information to the server. 【0700】 Furthermore, the server analyzes the user's past viewing history and recommends highly relevant content. This process utilizes AI algorithms to personalize content based on viewing history and user preference data. This ensures that the user receives the most relevant information. 【0701】 Visual display devices present formatted data and recommended content to users visually. Devices such as smartphones and head-mounted displays perform this function, allowing users to access information intuitively. 【0702】 For example, if a user is looking for the latest information on AI technology, entering the keyword "AI technology" will display highly relevant papers and explanatory videos. Furthermore, if the user has previously shown interest in AI image analysis technology, new research findings and explanations in that field will be recommended preferentially. 【0703】 An example of a prompt would be, "Suggest a video explaining the latest applications of neural networks that are of most interest to the viewer. Generate it as personalized content based on viewing history and keyword analysis." This allows users to receive information that best suits their interests and needs, improving the quality of their decision-making. 【0704】 The flow of a specific process in Application Example 1 will be explained using Figure 12. 【0705】 Step 1: 【0706】 The user accesses the terminal and enters keywords related to a specific technology area into the search interface. The entered keywords are validated by the system, and an error message is displayed if the input is invalid or contains only spaces. If the user's input is valid, the keywords are sent to the server. The input is text data such as "AI technology," and the output is the transmission of the validated keywords. 【0707】 Step 2: 【0708】 The server searches a database within the information storage medium based on the received keywords. It uses a search algorithm (e.g., SQL search or full-text search engine) to identify data in the relevant technical domain. During this process, keyword-based scoring is performed to prioritize the retrieval of highly relevant data. The input is keywords from the user, and the output is the retrieval of relevant datasets. 【0709】 Step 3: 【0710】 The server formats the data it retrieves. The data formatting process involves converting the retrieved data into tabular or list formats, making it comparable to the user. This process also includes extracting important information and filtering out unnecessary data. The formatted data is transformed into a concise and visually easy-to-understand form. The input is the search result data, and the output is the formatted data. 【0711】 Step 4: 【0712】 The server analyzes the user's past viewing history data and uses a generative AI model to recommend personalized content. Viewing history data is used to identify each user's past interests and tendencies, and a content recommendation algorithm (e.g., a recommendation system) is applied. The input is past viewing history data, and the output is a list of personalized content. 【0713】 Step 5: 【0714】 Formatted data and recommended content are transferred to the terminal's visual display device and presented to the user. The terminal displays the data through a user interface, allowing the user to make decisions based on this information. The display shows information in the form of lists, graphs, tables, etc., and the user can directly select the content they are interested in. The input is formatted data and recommendation lists, and the output is their visual representation. 【0715】 Step 6: 【0716】 Based on the information displayed, users input new search criteria and feedback. This feedback is sent to the system and used to improve the accuracy of future content recommendations. Input consists of user responses and feedback data, while output is an update to the dataset used for system training. 【0717】 Furthermore, an emotion engine that estimates the user's emotions may be incorporated. That is, the identification processing unit 290 may use the emotion identification model 59 to estimate the user's emotions and perform identification processing using the user's emotions. 【0718】 This invention is a system that combines an information processing device, an information recording medium, an information display device, and an emotion engine to provide information that takes user emotions into consideration. 【0719】 As an information processing device, the server has the function of searching for data related to a specific technical domain stored on an information recording medium. Based on the conditions entered by the user via a terminal, the server queries the database and retrieves relevant information. It then formats this information into a format that the user can easily understand. 【0720】 The emotion engine is implemented to recognize the user's emotional state in real time. For example, it identifies the user's current emotional state by analyzing their facial expressions and voice tone through the device's webcam and microphone. Based on the recognized emotions, the emotion engine dynamically adjusts the display format and content of information to best suit the user. 【0721】 The device functions as an information display device, presenting users with information optimized by an emotion engine. For example, if a user is feeling stressed, the screen layout can be simplified, or information can be displayed with positive messages. 【0722】 Users enter search criteria using the terminal's interface. Then, with the assistance of an emotion engine, information relevant to their emotions is presented, enabling better decision-making. This system aims to improve the user experience and better meet user needs. 【0723】 Thus, by considering the user's emotions in information retrieval and display, the system of the present invention can provide more advanced and interactive information than conventional systems. 【0724】 The following describes the processing flow. 【0725】 Step 1: 【0726】 The user opens the terminal interface and enters a search query related to the information they are looking for. For example, if the user is looking for information about "autonomous vehicle technology," they would enter that keyword into the terminal. 【0727】 Step 2: 【0728】 The terminal sends the entered search query to the server. This transmission is performed via an HTTP request over the internet. 【0729】 Step 3: 【0730】 The server searches the database within the information storage medium based on the received search query. Here, it utilizes SQL queries and optimized algorithms to quickly retrieve relevant technical information. 【0731】 Step 4: 【0732】 The server analyzes the data retrieved through searches and formats it into a user-friendly format. For example, it might summarize technical overviews, benefits, and the latest research findings in lists or tables. 【0733】 Step 5: 【0734】 The emotion engine recognizes the user's emotional state on the device. The device's camera captures the user's facial expressions, or the microphone analyzes their voice to acquire emotional data. 【0735】 Step 6: 【0736】 The emotion engine dynamically adjusts the content and layout of search results based on recognized emotions. For example, if a user is feeling anxious, it provides information through a simple interface and adds elements that provide reassurance. 【0737】 Step 7: 【0738】 The server sends the formatted data to the terminal in an optimized form based on the user's emotions. The terminal, acting as an information display device, then presents this data to the user. 【0739】 Step 8: 【0740】 Users view the presented information and evaluate the technical information that suits their purpose. If necessary, they can perform more detailed searches or make decisions from the presented options. 【0741】 Step 9: 【0742】 The emotion engine collects feedback based on user responses to inform future displays and suggestions. This allows for more personalized information presentations in the future. 【0743】 (Example 2) 【0744】 Next, we will describe Example 2. In the following description, the data processing device 12 will be referred to as the "server" and the robot 414 as the "terminal". 【0745】 Conventional information delivery systems display information without considering the user's emotional state, resulting in information being received in a way that is not appropriate to the user's situation or feelings, and thus a decline in the user experience. Therefore, there is a need to realize more advanced and personalized information delivery to improve user decision-making and satisfaction. 【0746】 The identification process performed by the identification processing unit 290 of the data processing device 12 in Example 2 is realized by the following means. 【0747】 In this invention, the server includes means for searching an information storage medium containing data relating to a specific technical domain based on instructions from an information processing device; means for formatting the acquired data into a comparable format; and means for dynamically adjusting the display format of the information using an emotion recognition engine for identifying the user's emotional state. This makes it possible to provide information that is appropriate to the user's emotional state and improve the user experience. 【0748】 An "information processing device" is a device that provides instructions to a server for performing specific processing and transmits search conditions. 【0749】 "Information storage medium" refers to a physical or electronic medium used to store data related to a specific technological domain. 【0750】 "Searching means" refers to a method or device for finding data that matches the user's criteria from an information storage medium. 【0751】 "Formatting means" refers to a method or device for organizing and converting acquired data into a format that is easy for the user to understand. 【0752】 An "emotion recognition engine" refers to software or hardware that analyzes a user's facial expressions, voice tone, and other factors in real time to identify their emotional state. 【0753】 An "information display device" is a screen or output device used to present information to a user. 【0754】 "Means of dynamic adjustment" refers to methods or functions that appropriately change the display format or content of information based on the user's emotional state. 【0755】 This invention is a system that searches for data related to a specific technical domain based on instructions from an information processing device and provides information tailored to the user's emotional state. The server efficiently searches for relevant data stored on an information storage medium using search conditions received from the information processing device. The retrieved data is organized into a format easily understood by the user by a formatting means. 【0756】 The device uses a camera and microphone to analyze facial expressions and voice tone in real time to identify the user's emotional state. This analysis utilizes software called an emotion recognition engine to accurately identify the user's current emotional state. 【0757】 Based on the emotional state obtained by the emotion recognition engine, the server dynamically adjusts the display format of information. For example, if the user is feeling stressed, the server will prioritize displaying simpler layouts and content that provides a sense of security. 【0758】 The terminal presents the user with pre-configured information sent from the server, using a highly visible user interface. This allows the user to receive information that is appropriate to their emotions and make better decisions. 【0759】 As a specific use case, if a user wants to know about the latest developments regarding generative AI models, the server can collect relevant and up-to-date data and, if the user is relaxed, present detailed technical data. An example of a prompt would be, "Consider the user's current emotional state and show how to provide information about the generative AI model in the most optimal way." This prompt allows the model to determine the most effective way to present information. 【0760】 The flow of the specific processing in Example 2 will be explained using Figure 13. 【0761】 Step 1: 【0762】 The user uses a terminal to enter search criteria related to their area of ​​interest. This input includes specific keywords or topics. The terminal sends these search criteria to the server, forming the query data that forms the basis of the search. The output of this step is a search query in a format that the server can understand. 【0763】 Step 2: 【0764】 The server searches the information storage medium based on the received search query. The server uses a database search algorithm to quickly and efficiently extract relevant data. This includes datasets related to a specific technical domain. The output is the unformatted dataset, which is then passed on to the next processing step. 【0765】 Step 3: 【0766】 The server formats the acquired data and converts it into a format that is intuitively easy for the user to understand. For example, the server may convert statistical data into graphs or charts. As input, the server receives a raw dataset and applies data formatting algorithms to obtain output in a user-friendly format. 【0767】 Step 4: 【0768】 The device uses an emotion recognition engine to analyze the user's emotional state in real time. The device captures the user's facial expressions and voice tone through its camera and microphone, and emotion analysis software processes this data. The output is the user's specific emotional state, and this information is used for dynamic information adjustment. 【0769】 Step 5: 【0770】 The server dynamically adjusts how information is displayed based on the user's emotional state. For example, if the user is stressed, the server reduces the load by displaying information sequentially. As input, the server receives formatted data and the user's emotional state, and executes an emotion adaptation algorithm to output the optimal data display method. 【0771】 Step 6: 【0772】 The terminal displays the adjusted information sent from the server. The terminal utilizes a highly visible user interface to ensure the information is presented clearly to the user. The output is the optimized information display itself. 【0773】 Step 7: 【0774】 Users can provide feedback on the information provided. This feedback is sent to the server via the terminal and used to improve system performance. As output, the server receives user feedback and obtains data to be used in future updates and improvement activities. 【0775】 (Application Example 2) 【0776】 Next, we will explain application example 2. In the following explanation, the data processing device 12 will be referred to as the "server" and the robot 414 as the "terminal". 【0777】 Conventional information delivery systems provide information uniformly without considering the user's emotional state, resulting in an insufficient user experience. Furthermore, since how users receive information varies greatly depending on their emotions, there is a need for information presentation tailored to those emotions. Even when users make electronic payments, there is a need for responses that are sensitive to their emotions, but conventional systems fail to meet this requirement. 【0778】 The specific processing performed by the specific processing unit 290 of the data processing device 12 in Application Example 2 is realized by the following means. 【0779】 In this invention, the server includes means for searching an information recording medium storing data relating to a specific technical domain based on instructions from an information processing device; means for formatting the data obtained by the search means into a comparable format; means for identifying the user's emotional state via an emotion analysis device; and means for dynamically optimizing the formatted data according to the emotional state. This enables the presentation and recommendation of information appropriate to the user's emotional state. 【0780】 An "information processing device" is a device that performs data retrieval and formatting, and has the function of searching for data related to a specific technical field based on instructions from the user. 【0781】 An "information recording medium" is a medium on which data is stored, and is intended to hold information related to a specific technological field. 【0782】 A "search method" is a function that performs the process of obtaining necessary data from an information recording medium. 【0783】 "Methods for formatting data into a comparable format" refer to the process of converting acquired data into a form that is easy for users to understand, and thus standardizing the data. 【0784】 An "emotion analysis device" is a device that identifies a user's emotional state in real time and has the function of analyzing facial expressions and voice tone. 【0785】 "Means of dynamically optimizing according to emotional state" refers to a process of adjusting the format and content of data presentation based on emotion analysis, enabling the provision of information that is tailored to the user's emotions. 【0786】 An "information display device" is a display device that presents formatted and optimized data to the user, and communicates information visually. 【0787】 The system realizing this invention consists mainly of an information processing device, an emotion analysis device, and an information display device. The information processing device has data retrieval and formatting functions, and the emotion analysis device is responsible for identifying the user's emotional state in real time. The information display device provides the user with data optimized based on their emotions. 【0788】 The server first operates as an information processing device, searching a specified database for information related to a particular technical domain. It uses common SQL queries and NoSQL database operations as search algorithms. Next, it formats the search results into a comparable format. This formatting process includes data filtering and normalization. 【0789】 The emotion analysis device is equipped with advanced facial recognition and voice analysis software. For example, it uses "Amazon Rekognition" and "Google Cloud Vision API" to analyze the user's facial expressions and voice tone to determine their emotional state. Based on this information, the system identifies whether the user is relaxed or stressed. 【0790】 The formatted and optimized information is visually presented to the user by an information display device. The information display device has the functionality to improve the UI / UX in response to the user's emotions and optimize the presentation of appropriate information. 【0791】 When considering a scenario where a user makes an electronic payment, if the system detects that the user is stressed based on their facial expression, it will recommend the "easy checkout" option. On the other hand, if the user is relaxed, it can display information about related products and encourage additional purchases. 【0792】 A concrete example of a prompt is, "Analyze the user's facial expressions and voice, identify their emotions, and suggest how to optimize their purchasing experience." By inputting this prompt into the generating AI model, further improvements to the user experience can be achieved. 【0793】 The flow of a specific process in Application Example 2 will be explained using Figure 14. 【0794】 Step 1: 【0795】 The server receives input from the user's terminal and searches for data related to a specific technical domain. Receiving user-specified criteria as input, the server searches the database using SQL queries or NoSQL-based queries. This process outputs a set of relevant information. 【0796】 Step 2: 【0797】 The server performs a function to format the acquired data. The formatting process filters the data and removes redundancy. Then, it converts the data into a user-friendly format, such as CSV or JSON. The formatted data is then generated as output. 【0798】 Step 3: 【0799】 An emotion analysis device analyzes the user's facial expressions and voice on the device. The device's camera and microphone capture the user's face and voice as input data, which is then analyzed. This analysis utilizes Amazon Rekognition and Google Cloud Vision APIs to identify the user's emotional state. The output from this process is information that represents the user's specific emotions, such as joy or stress. 【0800】 Step 4: 【0801】 The server uses the sentiment information obtained in the previous step to dynamically optimize the formatted data. Based on the user's sentiment, it sorts search results and adjusts the amount displayed. In the case of positive sentiment, it may also add additional optional information. As a result, the data is output in a format that is appropriate for the user's sentiment. 【0802】 Step 5: 【0803】 The device outputs optimized information to the information display device and presents it to the user. The user uses this information to make decisions. The information display device adjusts the UI to help the user better understand the information. For example, if stress is detected, the display is simplified and a positive message is added. 【0804】 The specific processing unit 290 transmits the result of the specific processing to the robot 414. In the robot 414, the control unit 46A causes the speaker 240 and the controlled object 443 to output the result of the specific processing. The microphone 238 acquires audio indicating user input for the result of the specific processing. The control unit 46A transmits the audio data indicating user input acquired by the microphone 238 to the data processing unit 12. In the data processing unit 12, the specific processing unit 290 acquires the audio data. 【0805】 Data generation model 58 is a type of so-called generative AI (Artificial Intelligence). One example of data generation model 58 is ChatGPT (Internet search<URL: https: / / openai.com / blog / chatgpt> ), Gemini (Internet search) <url: https: gemini.google.com ?hl="ja">Examples of generative AI include the following. The data generation model 58 is obtained by performing deep learning on a neural network. The data generation model 58 is input with prompts containing instructions, and with inference data such as audio data representing speech, text data representing text, and image data representing images. The data generation model 58 infers from the input inference data according to the instructions indicated by the prompts, and outputs the inference results in data formats such as audio data and text data. Here, inference refers to, for example, analysis, classification, prediction, and / or summarization. 【0806】 In the above embodiment, an example was given in which the specific processing is performed by the data processing device 12, but the technology of this disclosure is not limited thereto, and the specific processing may also be performed by the robot 414. 【0807】 Furthermore, the emotion identification model 59, acting as an emotion engine, may determine the user's emotion according to a specific mapping. Specifically, the emotion identification model 59 may determine the user's emotion according to a specific mapping, which is an emotion map (see Figure 9). Similarly, the emotion identification model 59 may also determine the robot's emotion, and the identification processing unit 290 may perform identification processing using the robot's emotion. 【0808】 Figure 9 shows an emotion map 400 in which multiple emotions are mapped. In the emotion map 400, emotions are arranged in concentric circles radiating from the center. The closer to the center of the concentric circles, the more primitive the emotions are located. Further out of the concentric circles, emotions representing states and actions arising from mental states are located. Emotion is a concept that includes feelings and mental states. On the left side of the concentric circles, emotions that are generally generated from reactions occurring in the brain are located. On the right side of the concentric circles, emotions that are generally induced by situational judgment are located. Above and below the concentric circles, emotions that are generally generated from reactions occurring in the brain and induced by situational judgment are located. In addition, the emotion of "pleasure" is located on the upper side of the concentric circles, and the emotion of "displeasure" is located on the lower side. Thus, in the emotion map 400, multiple emotions are mapped based on the structure in which emotions arise, and emotions that are likely to occur simultaneously are mapped close together. 【0809】 These emotions are distributed at the 3 o'clock position on the Emotion Map 400, and usually fluctuate between feelings of security and anxiety. In the right half of the Emotion Map 400, situational awareness takes precedence over internal feelings, resulting in a calm impression. 【0810】 The inside of the Emotion Map 400 represents inner thoughts, while the outside represents actions. Therefore, the further you go from the outside of the Emotion Map 400, the more visible (expressed in actions) your emotions become. 【0811】 Here, human emotions are based on various balances, such as posture and blood sugar levels. When these balances deviate from the ideal, it results in discomfort, and when they approach the ideal, it results in pleasure. Similarly, in robots, cars, motorcycles, etc., emotions can be created based on various balances, such as posture and battery level. When these balances deviate from the ideal, it results in discomfort, and when they approach the ideal, it results in pleasure. The emotion map can be generated, for example, based on Dr. Mitsuyoshi's emotion map (Research on a system for analyzing brain physiological signals of speech emotion recognition and emotion, Tokushima University, doctoral dissertation: https: / / ci.nii.ac.jp / naid / 500000375379). The left half of the emotion map contains emotions belonging to a region called "response," where sensation is dominant. The right half of the emotion map contains emotions belonging to a region called "situation," where situational awareness is dominant. 【0812】 The emotion map defines two emotions that promote learning. One is the emotion around the middle of the negative "repentance" and "reflection" on the situation side. In other words, it is when the robot experiences negative emotions such as "I never want to feel this way again" or "I don't want to be scolded again." The other is the emotion around the positive "desire" on the reaction side. In other words, it is when the robot has positive feelings such as "I want more" or "I want to know more." 【0813】 The emotion identification model 59 inputs user input into a pre-trained neural network, obtains emotion values ​​representing each emotion shown in the emotion map 400, and determines the user's emotion. This neural network is pre-trained based on multiple training data sets, which are combinations of user input and emotion values ​​representing each emotion shown in the emotion map 400. Furthermore, this neural network is trained so that emotions located close together have similar values, as shown in the emotion map 900 in Figure 10. Figure 10 shows an example where multiple emotions such as "reassured," "calm," and "confident" have similar emotion values. 【0814】 The above description primarily focuses on the functions of the data processing device 12 in relation to this disclosure. However, the system related to this disclosure is not necessarily implemented on a server. The system related to this disclosure may be implemented as a general information processing system. This disclosure may be implemented, for example, as a software program that runs on a personal computer or as an application that runs on a smartphone. The method related to this disclosure may be provided to users in SaaS (Software as a Service) format. 【0815】 In the above embodiment, an example was given in which a specific process is performed by a single computer 22. However, the technology of this disclosure is not limited thereto, and a distributed processing of the specific process may be performed by multiple computers, including computer 22. For example, a data generation model 58 may be provided in an external device of the data processing device 12, and the external device may generate data according to the input data. 【0816】 In the above embodiment, an example was given in which the specific processing program 56 is stored in the storage 32, but the technology of this disclosure is not limited thereto. For example, the specific processing program 56 may be stored in a portable, computer-readable, non-temporary storage medium such as a USB (Universal Serial Bus) memory. The specific processing program 56 stored in the non-temporary storage medium is installed in the computer 22 of the data processing device 12. The processor 28 executes specific processing according to the specific processing program 56. 【0817】 Alternatively, the specific processing program 56 may be stored in a storage device such as a server connected to the data processing device 12 via the network 54, and the specific processing program 56 may be downloaded and installed on the computer 22 in response to a request from the data processing device 12. 【0818】 Furthermore, it is not necessary to store the entirety of the specific processing program 56 in a storage device such as a server connected to the data processing device 12 via the network 54, or to store the entirety of the specific processing program 56 in the storage 32; it is acceptable to store only a portion of the specific processing program 56. 【0819】 The following types of processors can be used as hardware resources to perform specific processing. Examples of processors include a CPU, a general-purpose processor that functions as a hardware resource to perform specific processing by executing software, i.e., a program. Other examples of processors include dedicated electrical circuits, such as FPGAs (Field-Programmable Gate Arrays), PLDs (Programmable Logic Devices), or ASICs (Application Specific Integrated Circuits), which have circuit configurations specifically designed to perform specific processing. All of these processors have built-in or connected memory, and all of them perform specific processing by using memory. 【0820】 The hardware resource that performs a specific process may consist of one of these various processors, or it may consist of a combination of two or more processors of the same or different types (for example, a combination of multiple FPGAs, or a combination of a CPU and an FPGA). Alternatively, the hardware resource that performs a specific process may consist of a single processor. 【0821】 Examples of configurations using a single processor include, firstly, a configuration in which one or more CPUs and software are combined to form a single processor, and this processor functions as a hardware resource that performs a specific process. Secondly, there is a configuration using a processor that realizes the functions of the entire system, including multiple hardware resources that perform a specific process, on a single IC chip, as exemplified by SoCs (System-on-a-chip). In this way, a specific process is realized using one or more of the above types of processors as hardware resources. 【0822】 Furthermore, the hardware structure of these various processors can more specifically utilize electrical circuits that combine circuit elements such as semiconductor devices. Also, the specific processing described above is merely an example. Therefore, it goes without saying that unnecessary steps can be deleted, new steps added, or the processing order rearranged, as long as it does not deviate from the main purpose. 【0823】 The descriptions and illustrations presented above are detailed explanations of the technical aspects of this disclosure and are merely examples of the technical aspects. For example, the above descriptions of the structure, function, operation, and effect are examples of the structure, function, operation, and effect of the technical aspects of this disclosure. Therefore, it goes without saying that you may delete unnecessary parts, add new elements, or replace elements in the descriptions and illustrations presented above, as long as you do not deviate from the essence of the technical aspects of this disclosure. Furthermore, in order to avoid confusion and facilitate understanding of the technical aspects of this disclosure, explanations of common technical knowledge and the like that do not require special explanation to enable the implementation of the technical aspects of this disclosure have been omitted from the descriptions and illustrations presented above. 【0824】 All documents, patent applications, and technical standards described herein are incorporated by reference to the same extent as if each individual document, patent application, and technical standard were specifically and individually noted as being incorporated by reference. 【0825】 The following is further disclosed regarding the embodiments described above. 【0826】 (Claim 1) 【0827】 A means for searching an information recording medium that stores data related to a specific technical domain, based on instructions from an information processing device, 【0828】 A means for formatting the data obtained by the search means into a comparable format, 【0829】 Means for displaying the formatted data on an information display device, 【0830】 A system that includes this. 【0831】 (Claim 2) 【0832】 The system according to claim 1, further comprising means for receiving input from a user and transmitting it to the information processing device as search conditions. 【0833】 (Claim 3) 【0834】 The system according to claim 1, further comprising means for recommending the optimal option to the user based on the formatted data. 【0835】 "Example 1" 【0836】 (Claim 1) 【0837】 A means for searching a medium containing information about a region based on instructions from an information processing device, 【0838】 A means for formatting the information obtained by the search means into a comparable format, 【0839】 Means for displaying the formatted information on a display device, 【0840】 A means of analyzing the user's search history and presenting highly relevant options, 【0841】 A system that includes this. 【0842】 (Claim 2) 【0843】 The system according to claim 1, further comprising means for receiving input from a user and transmitting it to the information processing device as search conditions. 【0844】 (Claim 3) 【0845】 The system according to claim 1, further comprising means for recommending the optimal option to the user based on the formatted information. 【0846】 "Application Example 1" 【0847】 (Claim 1) 【0848】 A means for searching an information recording medium that stores data related to a specific technical domain, based on instructions from an information processing device, 【0849】 A means for formatting the data obtained by the search means into a comparable format, 【0850】 Means for displaying the formatted data on an information display device, 【0851】 A means of recommending relevant content based on the user's past viewing history, 【0852】 A means of providing related content via a visual display device, 【0853】 A system that includes this. 【0854】 (Claim 2) 【0855】 The system according to claim 1, further comprising means for receiving input from a user and transmitting it to the information processing device as search conditions. 【0856】 (Claim 3) 【0857】 The system according to claim 1, further comprising means for recommending the optimal option to the user based on the formatted data. 【0858】 "Example 2 of combining an emotion engine" 【0859】 (Claim 1) 【0860】 A means for searching an information storage medium containing data related to a specific technical domain based on instructions from an information processing device, 【0861】 A means for formatting the data obtained by the search means into a comparable format, 【0862】 A means for dynamically adjusting the display format of information using an emotion recognition engine to identify the user's emotional state, 【0863】 Means for presenting the formatted and adjusted data on an information display device, 【0864】 A system that includes this. 【0865】 (Claim 2) 【0866】 The system according to claim 1, further comprising means for receiving input from a user and transmitting it to the information processing device as search conditions. 【0867】 (Claim 3) 【0868】 The system according to claim 1, further comprising means for recommending the optimal option to the user based on the formatted and adjusted data. 【0869】 "Application example 2 when combining with an emotional engine" 【0870】 (Claim 1) 【0871】 A means for searching an information recording medium that stores data related to a specific technical domain, based on instructions from an information processing device, 【0872】 A means for formatting the data obtained by the search means into a comparable format, 【0873】 A means for identifying the user's emotional state via an emotion analysis device, 【0874】 A means for dynamically optimizing the data formatted according to the aforementioned emotional state, 【0875】 means for displaying the optimized data on an information display device, 【0876】 A system that includes this. 【0877】 (Claim 2) 【0878】 The system according to claim 1, further comprising means for receiving input from a user and transmitting it to the information processing device as search conditions. 【0879】 (Claim 3) 【0880】 The system according to claim 1, further comprising means for recommending to the user the optimal choice suitable for the emotional state based on the formatted data. [Explanation of Symbols] 【0881】 10, 210, 310, 410 Data Processing Systems 12 Data Processing Devices 14 Smart Devices 214 Smart Glasses 314 Headset-type terminal 414 Robots< / url:> < / url:> < / url:> < / url:>

Claims

[Claim 1] A means for searching an information recording medium that stores data related to a specific technical domain, based on instructions from an information processing device, A means for formatting the data obtained by the search means into a comparable format, Means for displaying the formatted data on an information display device, A system that includes this. [Claim 2] The system according to claim 1, further comprising means for receiving input from a user and transmitting it to the information processing device as search conditions. [Claim 3] The system according to claim 1, further comprising means for recommending the optimal option to the user based on the formatted data.

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