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123results about How to "Rich dimension" patented technology

Load balancing control method and management node

The embodiment of the invention discloses a management node of a load balancing control method. The management node and a plurality of physical hosts are contained in a trunking system, and each physical host comprises a hardware layer, a host machine running on the hardware layer and a virtual machine running on the host machine. The method comprises the steps that the current comprehensive load balancing value of the trunking system is calculated; when the comprehensive load balancing value is larger than a balance degree threshold value, candidate virtual machines to be transferred are selected from the virtual machines running on all the physical hosts in the trunking system to be added to a candidate virtual machine set based on computing resource dimensionality and network resource dimensionality respectively; a target virtual machine to be transferred in the candidate virtual machine set and a target physical host hosted by the target virtual machine are determined based on comprehensive dimensionality; the comprehensive dimensionality comprises the computing resource dimensionality and the network resource dimensionality; a source physical host hosted by the target virtual machine to be transferred is informed to transfer the target virtual machine to be transferred to the target physical host; the source host and the target physical host are both the physical hosts in the trunking system.
Owner:HANGZHOU HUAWEI DIGITAL TECH

Method and system for performing intervention according to information of chronic disease patients

The invention discloses a method and a system for performing intervention according to information of chronic disease patients. The method comprises the steps that out-hospital health reminding schemes of the patients are generated according to hospital leaving advices given by a doctor; in-hospital diagnosis and treatment information, out-hospital medication information, vital sign information and healthy living mode information of the patients are collected, the collected information is processed, and labels are set; the patients are dynamically grouped according to the labels; and the doctor sends intervention information to the patients in a whole group and pushes the intervention information to each patient in the group. According to the embodiment, the collected patient information is more comprehensive in terms of dimension, contains patient diagnosis and treatment information, advice scheme information and self-examination information and also comprises patient daily behavior evaluation information, a data basis is provided for precise intervention by the doctor, precise dynamic label identification of the patients and intelligent grouping depending on the labels are realized, the doctor can quickly know the current health states of the patients by spending little time, and increase of the intervention workload of the doctor due to increase of the number of the patients managed by the doctor is avoided.
Owner:深圳市医信家科学服务有限公司

Malicious domain name detection method based on knowledge graph

The invention discloses a malicious domain name detection method based on a knowledge graph, which comprises the following steps: S1, extracting key features for constructing a domain name reputation knowledge graph according to domain name information features; S2, integrating the information contained in the domain name by using the obtained existing data, and providing a data source for the creation of the knowledge graph; amplifying domain name knowledge by the data through a knowledge graph construction engine; enabling the knowledge graph construction engine to construct a domain name reputation knowledge graph by using the obtained domain name data; and S3, for a given specific domain name, giving a prediction result by using the multi-source information and a plurality of method judgment models. The method has the advantages that 1, domain name information is richer in dimension, and contained information is more complete; 2, outbreak growth of domain name data can be better coped with, and mass data can be processed more quickly through construction of a knowledge graph; and 3, a relational network is formed by the domain name information and the behavior pattern, and the information in the relational network is deeply mined by utilizing the sensitivity of the knowledge graph to the relational network.
Owner:SUN YAT SEN UNIV

Point cloud detection method and device, computer equipment and storage medium

The embodiment of the invention discloses a point cloud detection method and device, computer equipment and a storage medium. The method comprises the following steps: acquiring multiple frames of point clouds and multiple frames of original image data which face the same visual range and are acquired at the same time; respectively projecting the multiple frames of point clouds onto the multiple frames of original image data to obtain multiple frames of target image data; performing semantic segmentation on point clouds and pixel points in the target image data according to the time sequence relationship among the multiple frames of target image data so as to identify the semantic information of the pixel points for the obstacle; and endowing the semantic information of the pixel points with point clouds corresponding to the pixel points. The visual features of the image data are combined with the spatial features of the point cloud, the target image data not only contains rich color features and texture features, but also contains the coordinates of the point cloud, the laser intensity and other features, the dimensionality of the features is greatly enriched, and semantic segmentation is carried out by considering the time sequence between frames, so that the accuracy of semantic information of an obstacle is improved.
Owner:GUANGZHOU WERIDE TECH LTD CO

A question labeling method based on deep reinforcement learning for an online question and answer platform

The invention discloses a question labelling method based on deep reinforcement learning for an online question and answer platform. The method is based on a deep neural network and a reinforcement learning technology. According to the technical scheme, the method comprises the following steps: firstly, establishing a model, innovatively adding an index for measuring the diversity of problem labels while ensuring the labeling accuracy when designing model rewards, and meanwhile, considering a tail label effect, namely, long labels which are described in a complex and detailed manner during labeling, so that the labels can describe the problems deeply and more detailedly. According to the method, the accuracy and diversity of labels are comprehensively considered, the influence of the taillabel effect on problem labeling is reduced, the training efficiency and accuracy of the reinforcement learning model are improved by introducing the deep neural network, and the matching error rangecan be ensured under a certain confidence degree. According to the scheme provided by the invention, mass questions and labels in the question and answer platform can be accurately and diversely matched.
Owner:SUN YAT SEN UNIV

Multi-modal emotion recognition method and device, electronic equipment and storage medium

The invention relates to the technical field of speech recognition and image processing, and provides a multi-modal emotion recognition method and device, electronic equipment and a storage medium, and the method comprises the steps: carrying out the duplicate removal of video data of a to-be-recognized object, and obtaining the face time sequence image data of the to-be-recognized object; when the video data of the to-be-identified object is acquired, acquiring text data of the to-be-identified object in real time; and inputting the aligned face time sequence image data and text data into a multi-modal emotion recognition model so as to carry out multi-modal emotion recognition on the to-be-recognized object. According to the method and device, the expression of the user and the text content of the dialogue in the dialogue process of the virtual human and the user are obtained in real time, and multi-dimensional rich features are obtained in an image and text signal combined input mode, so that the accuracy and robustness of emotion classification and detection are improved. Especially, the method and device have high accuracy in satiric, ironic and other scenes.
Owner:SHANGHAI YUANMENG INTELLIGENT TECH CO LTD +1

Method and system for identifying false traffic of mobile video advertisement

The invention discloses a method and system for identifying false traffic of mobile video advertisements, relating to the field of mobile internet advertisements. The system for identifying the false traffic of the mobile video advertisements comprises a receiving module, a feature extraction module, a feature matching module and a traffic counterfeiting feature database. The method for identifying the false traffic of the mobile video advertisements comprises the following steps: the receiving module receives the software and hardware information of a terminal device and the snapshot information of multiple play progress points; the feature extraction module converts the software and hardware information of the terminal device and the snapshot information of the multiple play progress points to certain features, and transmits the certain features to the feature matching module for analysis and matching; and the feature matching module searches the data which is matched with the certain features from the traffic counterfeiting feature database, and implements analysis and detection on the data to judge whether the traffic is false traffic. The method and system disclosed by the invention have the advantages of detecting a variety of dimensions and combinations, optimizing the information in the traffic counterfeiting feature database, and increasing the identification accuracy of the false traffic.
Owner:广州万唯邑众信息科技有限公司

Pre-loan risk analysis method, device and equipment and readable storage medium

PendingCN110276552ARich dimensionMismatched situations are preventedFinanceResourcesComputer scienceMultiple dimension
The invention discloses a pre-loan risk analysis method, and the method comprises the steps: obtaining first return data of a user, building a variable pool based on the first return data, and the variable pool comprising time slice variables of multiple dimensions; performing time calibration on the time slice variables in the variable pool to obtain calibrated time slice variables after time calibration; screening out a target time slice variable meeting a preset condition from the calibration time slice variables, and performing grouping variable combination on the target time slice variable to obtain a variable short list combination; carrying out in-mold variable screening on the variable short list combination to obtain a model group; and obtaining each variable index, obtaining a prediction model meeting each variable index in the model group, and carrying out pre-loan risk analysis according to the prediction model. The invention further discloses a pre-loan risk analysis device and equipment and a readable storage medium. According to the method, the information dimension is enriched, the situation of causal mismatching is prevented, and the accuracy of a risk analysis result is improved.
Owner:WEBANK (CHINA)

Human-computer interaction method and system based on multi-modal historical response result

The invention provides a human-computer interaction method and system based on a multi-modal historical response result. The human-computer interaction method based on the multi-modal historical response result includes the steps of receiving a voice instruction of a user; performing voice recognition on the voice instruction to obtain a plurality of response results; acquiring a plurality of pieces of input feature information, and calculating the joint probability of each various response result according to a probability model and the plurality of pieces of input feature information; and determining the response result having the largest joint probability to respond to the voice instruction, wherein the probability model is a stochastic mathematical model established on the basis of the historical response results, and wherein each joint probability is the product of the probabilities of the response result under the plurality of pieces of input feature information. The embodiment of the invention enriches the dimension of the feature information inputted in determining the response result, comprehensively considers the influence of various factors on the true intention of the user, improves the accuracy of the response result, and improves the user experience in the human-computer interaction process.
Owner:北京如布科技有限公司

Data processing system and method

A data processing system and method are provided. The system comprises a distributed scheduler, a data processing device and a storage component with a plurality of preset databases, wherein the distributed scheduler is adapted to acquire offline logs to be processed, extract log metadata from the offline logs, and transmit the offline logs and log metadata to the data processing device; the dataprocessing device is adapted to classify and merge the received offline logs to generate a corresponding virtual table, and statistics the log metadata to obtain the corresponding statistical information; the data processing device is further adapted to store virtual tables and statistical information in a storage component including a plurality of preset databases. The invention realizes the centralized index of the log, also improves the searching efficiency of the log, and can directly obtain the characteristic data of each dimension of the log, thereby greatly saving the flow of analysts in analyzing the log.
Owner:BEIJING QIHOO TECH CO LTD

Privacy information using method and personal credit investigation scoring method

The invention relates to the technical field of credit investigation, in particular to a privacy information using method and a personal credit investigation scoring method. The personal credit scoring investigation method aims at solving the problems that an existing communication data-based credit investigation scoring method is low in accuracy rate and poor in security. For achieving the purpose, the personal credit investigation scoring method comprises the following steps that a communication operator provides communication data of a to-be-scored customer; a credit investigation service provider provides a credit investigation scoring model; and a credit score of the to-be-scored customer is generated and stored on the basis of the communication data and the credit investigation scoring model by the communication operator. Due to the fact that the credit score of the to-be-scored customer is generated and stored on the basis of the communication data and the credit investigation scoring model by the communication operator, not only is the accuracy rate of the credit score increased, but also data leakage of the operator customer is effectively prevented, and information security of the communication operator and the operator customer is guaranteed.
Owner:上海路诚数据服务有限公司

Multidimensional visual shopping guide system and method

The invention discloses a multidimensional visual shopping guide system and method. The system comprises an input module, an intelligent shopping guide module and an air display screen, wherein the input module is used for acquiring at least one input signal of a user, wherein the input signal includes an image signal, a touch signal, a gesture signal, a voice signal and a brain wave signal; the intelligent shopping guide module is used for carrying out intelligent shopping guide according to at least one input signal, wherein the intelligent shopping guide includes the eyeball tracking of theuser, the voice recognition of the user, AI intelligent voice preach and the virtual model display control of an item; and the air display screen is used for displaying the virtual model of the itemthrough an air imaging mode. In the invention, all-weather commodity explanation and consultation services are provided for the user, service quality is high and a user experience is good; through theintelligent shopping guide, a focal point that the user pays attention to and the voice instruction of the user are identified; the virtual model which can carry out AI intelligent voice preach for the user and dynamically display the item at 360 degrees without dead angles for the user is provided; and the system is intuitive and has abundant dimensions and high interactivity, and the system andthe method can be widely applied in the intelligent control field.
Owner:GUANGDONG KANG YUN TECH LTD

Electric power credit investigation evaluation method based on big data model

The invention relates to an electric power credit investigation evaluation method based on a big data model. The method comprises the steps of collecting internal enterprise power data and external enterprise operation data; building credit loss power utilization enterprise features and high-risk credit loss power utilization enterprise features, building an enterprise credit investigation evaluation model for enterprise credit scoring by adopting an AHP analytic hierarchy process and a TOPSIS comprehensive evaluation method, determining a threshold value, and determining a user credit ratingaccording to a score range. According to the method, the dimension is more comprehensive, and the data reliability is higher; the method is advanced, the result is more accurate, and the enterprise credit analysis dimension is increased.
Owner:STATE GRID HEBEI ELECTRIC POWER RES INST +3

A method and a device for pushing user information

The invention discloses a method and a device for pushing user information. The method comprises: obtaining SNS network relation chain information and non-SNS network relation chain information of a user for whom the information is pushed; querying the user information in SNS server according to the obtained non-SNS network relation chain information, and obtaining identification information corresponding to the identifications in the SNS network relation chain information from the non-SNS network relation chain information; and eliminating the identification information identical to that of the SNS network relation chain information from the obtained identification information, obtaining the filtering result, and pushing the filtering result to the user for whom the information is pushed. According to the method and the device, the accuracy of pushing the information for the user is improved.
Owner:TENCENT TECH (SHENZHEN) CO LTD

Medical information processing method

The invention relates to a medical information processing method. The method comprises the steps of importing all medical information; preprocessing the medical information to obtain preprocessed medical information; processing the preprocessed medical information according to rule information to obtain first medical information; extracting second medical information from the first medical information according to an extraction rule; and obtaining sampled data from the second medical information. According to the medical information processing method provided by the invention, all recipes / medical advices are automatically analyzed by utilizing software, and rich recipes / medical advice sampling methods are provided, so that personalized special comment of the recipes / medical advices is realized.
Owner:杭州逸曜信息技术有限公司

Power grid alarm data processing method and apparatus based on BI (Business Intelligence) multi-dimensional analysis theory

The present invention provides a power grid alarm data processing method and apparatus based on a BI (Business Intelligence) multi-dimensional analysis theory. The method comprises the following steps: obtaining alarm data; determining dimensions for analyzing the alarm data; creating corresponding dimension tables according to different analysis dimensions; obtaining data in a selected dimension table; and displaying the data according to a preset display policy. According to the method and apparatus provided by the present invention, deep analysis and diversified display are performed on an alarm from a dispatching automation system, so as to perform multi-dimensional querying and analysis on an alarm type, an alarm time, an alarm region and the like that mainly occur in a system, so that the personnel can analyze a deep-seated reason of an alarm in the system according to massive data, thereby eliminating an alarm source and greatly improving system operation safety.
Owner:QINGYUAN POWER SUPPLY BUREAU OF GUANGDONG POWER GRID CO LTD

Single quantum dot scanning near-field optical microprobe and system, detection device and method

The invention relates to the technical field of scanning probe imaging, and discloses a near-field probe and a probe system based on a single quantum dot as well as a detection device and a method based on the probe system. In a single quantum dot scanning near-field optical microprobe, the single quantum dot is loaded to the point of a dielectric needle through electrostatic force or a chemical adhesive as a probe, and the point of the dielectric needle is a conical fiber or an atomic force microscope probe. The near-field probe system can effectively overcome the defect that a traditional scanning near-field optical probe distorts optical properties of samples and is low in signal-to-noise ratio and low in repeatability; the imaging resolution of the single quantum dot near-field probe can reach the same magnitude of single quantum dot dimension, and is generally superior to 10 nanometer space resolution. The detection method is based on fluorescence intensity imaging and fluorescence lifetime imaging, and can sense the physical quantity information of multiple dimensions such as sample shape, material composition and optical near-field distribution.
Owner:HUAZHONG UNIV OF SCI & TECH

Financial credit risk identification method, model construction method and device

The invention discloses a financial credit risk identification model construction method and device, a financial credit risk identification method and device, and a computer readable storage medium, and the method comprises the steps: generating a financial credit knowledge graph according to the information of a loan subject; generating a financial cause map according to the financial event dataand the financial domain ontology; based on the information of the loan subject, the financial credit knowledge graph and the financial affair graph, generating a financial credit risk identificationmodel through machine learning; and updating the financial affair map according to a real-time financial event, and outputting financial credit risk information of the real-time financial event for the to-be-predicted loan subject through the financial credit risk identification model according to the updated financial affair map and the information of the to-be-predicted loan subject. According to the method of the invention, the financial credit risk can be predicted according to the real-time financial event, the dimensionality of risk identification is enriched, and the anticipation of thecredit risk of the credit subject is improved.
Owner:BEIJING MININGLAMP SOFTWARE SYST CO LTD

Network space surveying and mapping method based on service verification

The invention belongs to a network space surveying and mapping method based on service verification, and belongs to the technical field of network security. The method comprises the following steps of: A, analyzing a flow log, mirror flow and offline data in sequence to obtain an analysis result; b, verifying the analysis result through a script to obtain a verification result; and C, perfecting the space surveying and mapping information through a verification result. The space surveying and mapping efficiency is improved by utilizing server IP, port and protocol information acquired by dataacquisition, dimensions of space surveying and mapping asset description are enriched, and validity of verification numbers is actively detected, so that reliability of whole space surveying and mapping data is improved, and huge burden on a network caused by an active scanning mode is avoided.
Owner:科来网络技术股份有限公司

Virtual reality based psychological assessment method and apparatus, and electronic device

The invention provides a psychological assessment method and device based on virtual reality and an electronic device, and the method comprises the steps: obtaining first interaction data of a to-be-tested person, wherein the first interaction data comprises the interaction content, interaction behaviors and physiological data of the to-be-tested person; generating a virtual interaction scene based on the first interaction data, wherein the virtual interaction scene is used for providing interaction content for the to-be-tested person; obtaining second interaction data of the to-be-tested person, wherein the second interaction data is generated based on the virtual interaction scene; and analyzing the first interaction data and the second interaction data to obtain a psychological assessment result of the to-be-tested person. After preliminary interaction data is obtained through human-computer interaction, a corresponding virtual interaction scene can be generated based on the interaction data, deep psychological data of a person to be tested can be mined based on the interaction data collected by the virtual interaction scene, and more dimensions and more interaction data can beobtained so as to improve the evaluation accuracy.
Owner:浙江连信科技有限公司

Publication issuing analysis system and method

The embodiment of the invention discloses a publication issuing analysis system and method. The system comprises a data collection subsystem, a cleaning layer, a data layer, a processing layer, an application analysis subsystem and a display layer, wherein the data collection subsystem is used for acquiring publication-related Internet crawler data and / or ground sale data; the cleaning layer is used for cleaning the acquired data to obtain original data; the data layer is used for storing the original data; the processing layer is used for reading the original data in the data layer and performing scheduling and mining analysis on the original data to obtain basic analysis data; the application analysis subsystem is used for obtaining publication issuing analysis result data according to the basic analysis data; and the display layer is used for displaying an analysis result according to the publication issuing analysis result data. According to the technical scheme in the embodiment, the precise and reliable analysis result is provided for publication issuing by the adoption of big data processing relying on mass Internet data and / or ground sale data, and precise and effective decision information is provided for publication issuing.
Owner:TIANWEN DIGITAL MEDIA TECH BEIJING

Infant cry detection deep learning method

The invention discloses an infant cry detection deep learning method, and relates to the technical field of voice signal processing. The method comprises the following steps: a, acquiring a voice signal; b, framing the voice signal segment and performing cochlear voice feature extraction on each frame; and c, inputting the adjacent N frames of voice features into a pre-trained baby cry detection deep learning model for reasoning and judging whether cry exists or not and d, voting the N frames of classification results by applying a majority-first voting principle, and judging whether baby cryexists in the N frames or not. The cochlear speech features adopted by the method are speech feature parameters more conforming to auditory perception analysis of people, and the convolutional networkand the long-short-term memory recurrent neural network are adopted as acoustic inference models for infant cry detection, so that the method can adapt to a speech environment with a low signal-to-noise ratio, and has higher accuracy compared with a traditional method.
Owner:浙江芯劢微电子股份有限公司

A method and apparatus for risk decision

The embodiment of the invention discloses a risk decision method and a risk decision device, wherein, the risk decision method comprises the following steps: monitoring an electronic device of a userand obtaining risk-related data in the electronic device; parameterizing the risk-related data to obtain the standard parameters suitable for the rule engine; importing the standard parameters into the rule engine to obtain the risk rating; making risk decisions based on risk ratings. By adopting the invention, the generation of risk decision can be influenced through standardization of risk related data, rule engine processing and risk rating, and the adopted parameters and rule engine improve the comprehensiveness and normalization of risk rating, and the accuracy and referenceability of risk decision can be improved through risk rating.
Owner:PING AN TECH (SHENZHEN) CO LTD

Dynamic video tactile feature extraction and rendering method

ActiveCN111291677AReal-time tactile experienceFriendlyImage enhancementImage analysisSaliency mapSpace time domain
The invention relates to a dynamic video tactile feature extraction and rendering method, and belongs to the field of virtual reality and human-computer interaction. The method comprises the steps ofdecompressing a received video, preprocessing the video, segmenting shots based on inter-frame color histogram features, extracting saliency maps fused with time-space domain tactile saliency featuresfrom all the segmented frames in each shot, and performing pixel-level tactile rendering according to the saliency maps of the video frames. According to the method, the video content is divided intothe salient region and the non-salient region by extracting the video frame salient features fused with the space-time characteristics. And pixel-level tactile stimulation is applied to the video frame by adopting a one-to-one mapping relationship between the visual channels and the tactile channels. And real-time tactile feedback is generated through the terminal, so that the realistic experience of watching the video by the user is enriched. The method can be widely applied to video education, multimedia entertainment and human-computer interaction.
Owner:JILIN UNIV

Scene generation method considering multi-energy load timing sequence and correlation

The invention discloses a scene generation method considering multi-energy load timing sequence and correlation. The method comprises the following steps: 1) performing scene data normalization processing according to historical data; 2) based on the normalized data, determining a scene clustering number by using a Davies-Bouldin index, and performing scene clustering by using a K-means method; 3)establishing a probability distribution model of the multi-energy load, and fitting distribution parameters by adopting a maximum likelihood estimation method according to the established probabilitydistribution model; 4) analyzing time sequence self-correlation characteristics in different scenes, and generating a scene with self-correlation by adopting an LHS-CD method; 5) extracting scenes from the scene clusters with autocorrelation under different source load categories, combining the scenes to generate a scene set, and calculating the cross correlation of the scene set; and 6) screening out a cross-correlation scene set close to the cross-correlation of the historical data on the MATLAB simulation platform by adopting a particle swarm algorithm to obtain a multi-energy load scene set with time sequence and correlation finally.
Owner:TIANJIN UNIV

Battery remaining capacity detection method and device, electronic equipment and storage medium

The invention relates to a battery remaining capacity detection method and device, electronic equipment and a storage medium. The method comprises the following steps: acquiring an accumulated consumed electric energy value of a battery of the electronic equipment from a discharge starting moment to a target moment; and acquiring a full-charge electric energy value of the battery, and taking a difference value between the full-charge electric energy value and the accumulated consumed electric energy value as a residual electric energy value of the battery at the target moment, wherein the residual electric energy value is positively correlated with the residual electric quantity of the battery at the target moment. The method can improve the detection accuracy of the residual electric quantity of the battery.
Owner:GUANGDONG OPPO MOBILE TELECOMM CORP LTD

Voice of the patient system

A computer system adapted to store a record of a patient's data received from at least one of doctor, patient, hospital, therapist, wherein the data is in at least one format selected from audio, visual, text, and wherein a patient can access the patient's own record and optionally add comments in one of said formats is disclosed. Also disclosed is a method of storing patient's data, comprising inputting data from at least one of doctor, hospital, or therapist in at least one format selected from audio, visual, text and authorizing the patient to access that patient's record so that patient can review the accuracy of the data and to input additional data or corrected data in one of said formats if the patient wishes to add comments to the record.
Owner:THE QUANTUM GROUP

Robot positioning method and device and storage medium

The invention provides a robot positioning method and device, and a storage medium. The robot positioning method comprises the following steps of: acquiring the laser point cloud information and grayscale image of an environment in which a robot is located, wherein the laser point cloud information comprises the position information of multiple laser points; projecting each laser joint into the grayscale image of the environment in which the robot is located according to the position information of each laser point, and obtaining the grayscale value of a projection point corresponding to eachlaser point; determining the probability of the observation value of each laser point position according to the grayscale value of the projection point corresponding to each laser point and the distance from each laser point to the nearest obstacle in the environmental map where the robot is located, wherein the environmental map where the robot is located is established and stored in advance, andthe distance from each laser point position to the nearest obstacle in the corresponding environmental map is calculated and stored in advance; and locating the robot according to a particle filter positioning algorithm and the probability of the observation value of each laser point position.
Owner:北京云迹科技股份有限公司

Academic relationship prediction method and device based on neural network introducing semantic information

The embodiment of the invention provides an academic relationship prediction method and device based on a neural network introducing semantic information, and the method comprises the steps: determining a node information combination of two to-be-predicted nodes, enabling the node information of scholarship nodes to comprise the scholarship personal information, and enabling the node information of paper nodes to comprise a paper title and a paper abstract; and inputting the node information combination into a relationship prediction model, and outputting a relationship type vector of two nodes. The relationship prediction model is obtained by training based on sample node information and a predetermined relationship type vector label between sample nodes; and the feature vectors of the sample scholarship nodes and the sample paper nodes in training are respectively composed of scholarship personal information features and random additional features, and paper title information features and paper abstract information features. According to the method and the device provided by the embodiment of the invention, paper semantic information is considered, so that the academic relationship prediction accuracy is improved, and more types of academic relationships can be mined.
Owner:TSINGHUA UNIV
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