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A machine scoring system and method based on data analysis

A data analysis and data technology, applied in the field of data analysis, can solve data leakage and other problems, and achieve the effect of high intelligence, high efficiency, and security

Active Publication Date: 2021-07-30
温州市中鼎网络科技有限公司
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0006] The security of data processing refers to how to effectively prevent database damage or data loss caused by hardware failures, power outages, crashes, human misoperations, program defects, viruses or hackers during data entry, processing, statistics or printing. Certain sensitive or confidential data may not be read by qualified personnel or operators, resulting in consequences such as data leakage

Method used

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  • A machine scoring system and method based on data analysis
  • A machine scoring system and method based on data analysis
  • A machine scoring system and method based on data analysis

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0036] Such as figure 1 , image 3 and Figure 4 As shown, a machine scoring system based on data analysis includes: a data entry device for entering student achievement data; the data entry device has several, which are assigned to different teachers, and the teachers use the exclusive data entry device respectively , inputting the achievement information of the students; the data analysis device is used for performing data analysis on the input achievement information, obtaining the comprehensive achievement of the students, and encrypting the input achievement information; it is characterized in that the data analysis device, Carry out data analysis on the grade information of the students to obtain the comprehensive grade of the students, and the method of encrypting the entered grade information performs the following steps: Step 1: Set the first encryption key function, use S i means that each input variable is convolved with the corresponding weight function to obtain...

Embodiment 2

[0040] On the basis of the previous embodiment, the data analysis device performs data analysis on the entered achievement information, and the method of obtaining the comprehensive achievement of the student performs the following steps: cleaning and integrating the collected raw data; The final data is discretized using entropy to obtain a sample set of nominal data; a logistic regression model for training is constructed, and a data set is randomly selected from the converted sample set as a training set, and based on this The training set solves the parameters of the constructed logistic regression model to obtain the final analysis model; another data set in the sample set is used as the test set, and the obtained final analysis model is used for testing to obtain the analysis results; An evaluation metric evaluates the accuracy of the analysis results.

[0041] Using the above technical solution, discretization is a commonly used technique in program design, which can ef...

Embodiment 3

[0043] On the basis of the previous embodiment, the method for cleaning and integrating the collected performance information by the data analysis device performs the following steps: set four quadrants of data filtering sets in the coordinate axes to express respectively using the following formulas:

[0044] Among them, x is the grade information,

[0045] is a set of real numbers, p is the first parameter, and the value range is: (1~10); q is the first parameter, and the value range is: (11~100); Eliminate, complete data cleaning and integration.

[0046] Specifically, when simulating a continuous system on a digital computer, the first problem encountered is how to solve the basic problem of the numerical and temporal discreteness of the digital computer and the numerical and temporal continuity of the simulated system. Fundamentally speaking, the numerical calculations performed by digital computers are only "digital" calculations, which represent that the precision ...

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Abstract

The invention belongs to the technical field of data analysis, and specifically relates to a machine scoring system based on data analysis, including: a data entry device for entering student achievement data; several data entry devices are assigned to different teachers, teachers The student's grade information is entered through the exclusive data entry device; the data analysis device is used to analyze the entered grade information, obtain the student's comprehensive grade, and encrypt the entered grade information. The data security is high, the privacy of the data can be guaranteed, and the privacy and data security of the students can be protected. At the same time, the data analysis results of the present invention can analyze the students' grades more accurately and present the students' grades more objectively.

Description

technical field [0001] The invention belongs to the technical field of data analysis, and in particular relates to a machine scoring system and method based on data analysis. Background technique [0002] Data analysis refers to the use of appropriate statistical analysis methods to analyze a large amount of collected data, summarize them, understand and digest them, in order to maximize the development of data functions and play the role of data. Data analysis is the process of studying and summarizing data in detail in order to extract useful information and form conclusions. [0003] The mathematical foundation of data analysis was established in the early 20th century, but it was not until the advent of computers that the practical operation became possible and data analysis was popularized. Data analysis is the product of the combination of mathematics and computer science. [0004] The International Organization for Standardization (ISO) defines computer system secur...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F16/215G06F16/28G06F21/60G06F17/18G06K9/62G06N3/04G06N3/08
CPCG06F16/215G06F16/285G06F21/602G06F17/18G06N3/084G06N3/045G06F18/24
Inventor 陈红光张福秋
Owner 温州市中鼎网络科技有限公司