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

<p>This paper divides the Course on the Ideological and Political Dimension into four dimensions based on data mining technology and establishes a four-dimensional classroom teaching system. By analyzing the main algorithms of data mining, cluster analysis is selected as the main method to divide the Ideological and Political Science dimensions among the three main types of algorithm analysis. The expectation maximization algorithm in the clustering algorithm is used to introduce the approximate values of each dimension parameter. The unknown categories corresponding to the dimensions were calculated using the EM algorithm, which combined with Jensen’s inequality to turn the random variables in the set into constants to ensure that the samples of the same category have high similarity. The results show that the percentage of integration of the school’s Civic content with the profession is low, only 0.1, and the ideal figure should be 0.4.</p>
</abstract>

This paper divides the Course on the Ideological and Political Dimension into four dimensions based on data mining technology and establishes a four-dimensional classroom teaching system. By analyzing the main algorithms of data mining, cluster analysis is selected as the main method to divide the Ideological and Political Science dimensions among the three main types of algorithm analysis. The expectation maximization algorithm in the clustering algorithm is used to introduce the approximate values of each dimension parameter. The unknown categories corresponding to the dimensions were calculated using the EM algorithm, which combined with Jensen’s inequality to turn the random variables in the set into constants to ensure that the samples of the same category have high similarity. The results show that the percentage of integration of the school’s Civic content with the profession is low, only 0.1, and the ideal figure should be 0.4.

Research on the construction and practice of four-dimensional teaching system of Ideologies and Politics in automobile courses in higher vocational institutions

Applied Mathematics and Nonlinear Sciences

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

This paper divides the Course on the Ideological and Political Dimension into four dimensions based on data mining technology and establishes a...

Research on the construction and practice of four-dimensional teaching system of Ideologies and Politics in automobile courses in higher vocational institutions

Published Online: Oct 17, 2023

Page range: -

Received: Oct 30, 2022

Accepted: Apr 27, 2023

DOI: https://doi.org/10.2478/amns.2023.2.00678

Keywords
Data mining, Clustering algorithm, EM algorithm, Expectation maximum algorithm

© 2023 Xiaoni Chi et al., published by Sciendo

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

Research on the construction and practice of four-dimensional teaching system of Ideologies and Politics in automobile courses in higher vocational institutions

Published Online: Oct 17, 2023

Page range: -

Received: Oct 30, 2022

Accepted: Apr 27, 2023

DOI: https://doi.org/10.2478/amns.2023.2.00678

KeywordsData mining, Clustering algorithm, EM algorithm, Expectation maximum algorithm

© 2023 Xiaoni Chi et al., published by Sciendo

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

Keywords
Data mining, Clustering algorithm, EM algorithm, Expectation maximum algorithm