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Method and device for analyzing cognitive influencing factors

A technology of influencing factors and analysis methods, applied in data processing applications, instruments, biological neural network models, etc., can solve problems such as inability to learn behavior, emotional attitude, and thinking style analysis.

Active Publication Date: 2021-02-12
HUAZHONG NORMAL UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] In view of this, the purpose of the embodiments of the present invention is to provide a cognitive influencing factor analysis method and device to solve the problem that the above-mentioned existing cognitive diagnosis model cannot analyze multiple factors such as learners' learning behaviors, emotional attitudes, and ways of thinking. analysis problem

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  • Method and device for analyzing cognitive influencing factors
  • Method and device for analyzing cognitive influencing factors
  • Method and device for analyzing cognitive influencing factors

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no. 1 example

[0029]The applicant's research found that the existing cognitive diagnosis theory only stays in the diagnosis of the dominant cognitive attributes in terms of knowledge status, skills and strategies, and at the same time, the influencing factors of cognitive status only consider the two basic factors of attribute failure and mistakes However, many explicit and implicit related factors in the process of cognitive processing have not been excavated to attribute errors, such as behavior, psychology, and emotion. These factors are related to long-term impact on learners' learning habits and learning methods. If they are not corrected in time, they will affect learners' learning efficiency and academic performance for a long time. How to build a cognitive state impact model of multi-dimensional factors and carry out accurate classification is an important part of data-driven cognitive state attribution. At the same time, the relevant factors that affect learners' cognitive processi...

no. 2 example

[0048] In order to better implement the cognitive influencing factor analysis method provided in the first embodiment of the present invention, the second embodiment of the present invention further provides an apparatus 100 for analyzing cognitive influencing factors.

[0049] Please refer to Figure 5 , Figure 5 It is a block diagram of a cognitive influencing factor analysis device provided by the second embodiment of the present invention.

[0050] The apparatus 100 for analyzing cognitive influencing factors includes a learning data acquisition module 110 , a learning data processing module 120 and a cognitive influencing factor determining module 130 .

[0051] The learning data acquisition module 110 is configured to acquire learning data of learners.

[0052] The learning data processing module 120 is configured to process the learning data to obtain standard learning data.

[0053] The cognition influencing factor determining module 130 is configured to use a feat...

no. 3 example

[0060] Please refer to Figure 6 , Figure 6 The third embodiment of the present invention provides a structural block diagram of an electronic device applicable to the embodiments of the present application. The electronic device 200 may include a cognitive influencing factor analysis apparatus 100 , a memory 201 , a storage controller 202 , a processor 203 , a peripheral interface 204 , an input and output unit 205 , an audio unit 206 , and a display unit 207 .

[0061] The memory 201, storage controller 202, processor 203, peripheral interface 204, input and output unit 205, audio unit 206, and display unit 207 are electrically connected to each other directly or indirectly to realize data transmission or interact. For example, these components can be electrically connected to each other through one or more communication buses or signal lines. The cognitive influencing factor analysis device 100 includes at least one software that can be stored in the memory 201 in the f...

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Abstract

The invention provides a cognitive influencing factor analysis method and device, and relates to the technical field of cognitive processing data mining. The cognitive influencing factor analysis method first obtains the learning data of the learner, processes the learning data to obtain standard learning data, and then uses a feature extractor to extract the characteristics of the learner based on the standard learning data. The above features use a classifier to determine the cognitive influencing factors that affect the learner. The cognitive influencing factor analysis method mines the learner's cognitive influencing factors from the learner's learning data, and uses the feature extractor and classifier to determine the cognitive influencing factors at the same time, referring to the learner's status, mistakes and other hidden Influencing factors, improving the accuracy of the analysis of cognitive influencing factors.

Description

technical field [0001] The present invention relates to the technical field of data mining in cognitive processing, in particular to a method and device for analyzing cognitive influencing factors. Background technique [0002] With the rapid acceleration of society and scientific and technological updating and progress, people's demand for knowledge acquisition and education and learning is increasing, and how to evaluate the degree of knowledge acquisition and seriousness of learners has become an urgent problem to be solved. The traditional test / examination only uses the total score of the test as the evaluation index, which is too general and general. Now people not only require the test to be evaluated at the level of the total score, but also hope to go deep into the level of cognitive processing inside the subject. For this reason, psychological Based on the theoretical basis of cognitive psychology and psychometrics, scientists have developed a psychometric model (re...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06Q10/06G06Q50/20G06N3/04
CPCG06Q10/0639G06Q50/205G06N3/045
Inventor 黄涛刘三女牙杨宗凯杨华利耿晶胡小芳张浩
Owner HUAZHONG NORMAL UNIV