<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>In order to combine artificial intelligence and personalized education, this paper uses semantic similarity to evaluate the similarity between personalized education models and resource information and gives a semantic similarity calculation between word lists. It is used to measure the semantic similarity between user models and texts and between texts, and a recommendation algorithm based on semantic analysis is constructed. Based on this, the needs of personalized education are analyzed, and the personalized education information management system is designed using the MVC framework with a B/S structure. After system testing, we obtained that the MSE value of the review data volume threshold set to 2 was 0.94 on the student information set, 0.86 on the teacher information set, 0.76 on the course information set, 0.74 on the score information set, and 0.81 on the administrative information set.</p>
</abstract>

In order to combine artificial intelligence and personalized education, this paper uses semantic similarity to evaluate the similarity between personalized education models and resource information and gives a semantic similarity calculation between word lists. It is used to measure the semantic similarity between user models and texts and between texts, and a recommendation algorithm based on semantic analysis is constructed. Based on this, the needs of personalized education are analyzed, and the personalized education information management system is designed using the MVC framework with a B/S structure. After system testing, we obtained that the MSE value of the review data volume threshold set to 2 was 0.94 on the student information set, 0.86 on the teacher information set, 0.76 on the course information set, 0.74 on the score information set, and 0.81 on the administrative information set.

Design and development of personalized education information management system based on artificial intelligence

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

In order to combine artificial intelligence and personalized education, this paper uses semantic similarity to evaluate the similarity between personalized...

Design and development of personalized education information management system based on artificial intelligence

Published Online: Oct 15, 2023

Page range: -

Received: Dec 29, 2022

Accepted: Apr 25, 2023

DOI: https://doi.org/10.2478/amns.2023.2.00633

Keywords
Artificial intelligence, Semantic analysis, Recommendation algorithm, Personalized education, MVC framework

© 2023 Jie Yi, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Design and development of personalized education information management system based on artificial intelligence

Published Online: Oct 15, 2023

Page range: -

Received: Dec 29, 2022

Accepted: Apr 25, 2023

DOI: https://doi.org/10.2478/amns.2023.2.00633

KeywordsArtificial intelligence, Semantic analysis, Recommendation algorithm, Personalized education, MVC framework

© 2023 Jie Yi, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Keywords
Artificial intelligence, Semantic analysis, Recommendation algorithm, Personalized education, MVC framework