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<p>In this paper, the ideological and political education path is designed according to the spirit of Yan’an. In order to verify the feasibility of the path, as well as to make the student evaluation more effective and objective, the article combines the K-means algorithm and proposes a K-means algorithm based on neighborhood spatial density optimization (NDK-means). The algorithm assists in solving the problem of grading the reliability of student assessment and realizes the labeling of student assessment reliability data. Then, based on the student assessment reliability characteristics and data labeling results, a BP neural network prediction algorithm (CSA-BP) based on crow search improvement is proposed to model the student assessment reliability. The results show that the percentages of freshmen to seniors who are satisfied with the Civic Education proposed in this paper are 85.9%, 82.26%, 76.75%, and 72.45%, respectively, in terms of grade level. Students from urban, rural, and rural areas, in terms of their place of origin, all feel satisfied with the current teaching of Civics and Political Science at 80% or more.</p>
</abstract>

In this paper, the ideological and political education path is designed according to the spirit of Yan’an. In order to verify the feasibility of the path, as well as to make the student evaluation more effective and objective, the article combines the K-means algorithm and proposes a K-means algorithm based on neighborhood spatial density optimization (NDK-means). The algorithm assists in solving the problem of grading the reliability of student assessment and realizes the labeling of student assessment reliability data. Then, based on the student assessment reliability characteristics and data labeling results, a BP neural network prediction algorithm (CSA-BP) based on crow search improvement is proposed to model the student assessment reliability. The results show that the percentages of freshmen to seniors who are satisfied with the Civic Education proposed in this paper are 85.9%, 82.26%, 76.75%, and 72.45%, respectively, in terms of grade level. Students from urban, rural, and rural areas, in terms of their place of origin, all feel satisfied with the current teaching of Civics and Political Science at 80% or more.

Research on the path of integrating Yan’an spirit into the ideological and political education of contemporary college students based on NDK-means algorithm

Applied Mathematics and Nonlinear Sciences

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

In this paper, the ideological and political education path is designed according to the spirit of Yan’an. In order to verify the feasibility of the path, as...

Research on the path of integrating Yan’an spirit into the ideological and political education of contemporary college students based on NDK-means algorithm

Published Online: Oct 15, 2023

Page range: -

Received: Dec 22, 2022

Accepted: Apr 25, 2023

DOI: https://doi.org/10.2478/amns.2023.2.00616

Keywords
NDK-means algorithm, CSA-BP algorithm, crow search improvement, Yan’an spirit

© 2023 Gangfeng Luo et al., published by Sciendo

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

Research on the path of integrating Yan’an spirit into the ideological and political education of contemporary college students based on NDK-means algorithm

Published Online: Oct 15, 2023

Page range: -

Received: Dec 22, 2022

Accepted: Apr 25, 2023

DOI: https://doi.org/10.2478/amns.2023.2.00616

KeywordsNDK-means algorithm, CSA-BP algorithm, crow search improvement, Yan’an spirit

© 2023 Gangfeng Luo et al., published by Sciendo

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

Keywords
NDK-means algorithm, CSA-BP algorithm, crow search improvement, Yan’an spirit