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

<p>In the context of the new era, the education concept has been transformed, and practical parenting has attracted much attention, and the talent cultivation mechanism of colleges and universities therefore urgently needs to be innovated to meet the requirements of the development of the times. In this paper, we optimize the original objective function of the sample of students’ civic education, use Taylor’s formula to expand the objective function approximation, calculate the complexity of the tree model, and complete the construction of XGBoost student learning behavior. Improve the K-means algorithm based on Canopy, combined with the improved SVM algorithm, to provide early warning for students’ academic performance in Civics. The assessment framework for teaching effect is designed to assess students’ Civics learning process. The results show that after the intervention of the model proposed in this paper, the students’ Civics performance improved from 60.59 to 65.63. The cognitive ability of Civics has a significant effect on social learning and individual learning behaviors at the same time, with the effects of 0.8623 and 0.9782. The innovative nurturing model of Civics in colleges and universities is improved by the proposed model in this paper.</p>
</abstract>

In the context of the new era, the education concept has been transformed, and practical parenting has attracted much attention, and the talent cultivation mechanism of colleges and universities therefore urgently needs to be innovated to meet the requirements of the development of the times. In this paper, we optimize the original objective function of the sample of students’ civic education, use Taylor’s formula to expand the objective function approximation, calculate the complexity of the tree model, and complete the construction of XGBoost student learning behavior. Improve the K-means algorithm based on Canopy, combined with the improved SVM algorithm, to provide early warning for students’ academic performance in Civics. The assessment framework for teaching effect is designed to assess students’ Civics learning process. The results show that after the intervention of the model proposed in this paper, the students’ Civics performance improved from 60.59 to 65.63. The cognitive ability of Civics has a significant effect on social learning and individual learning behaviors at the same time, with the effects of 0.8623 and 0.9782. The innovative nurturing model of Civics in colleges and universities is improved by the proposed model in this paper.

Research on Innovative Parenting Mode of Ideological and Political Education in Colleges and Universities under the Background of Big Data

Vocational and Technical College of Inner Mongolia Agricultural University, Inner Mongolia Agricultural University

Applied Mathematics and Nonlinear Sciences

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

In the context of the new era, the education concept has been transformed, and practical parenting has attracted much attention, and the talent cultivation...

Research on Innovative Parenting Mode of Ideological and Political Education in Colleges and Universities under the Background of Big Data

Published Online: Jan 31, 2024

Page range: -

Received: Dec 20, 2023

Accepted: Dec 29, 2023

DOI: https://doi.org/10.2478/amns-2024-0193

Keywords
Taylor’s formula, Objective function optimization, Canopy algorithm, Academic level early warning, Civic education

© 2024 Yanqiu Che, published by Sciendo

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

Research on Innovative Parenting Mode of Ideological and Political Education in Colleges and Universities under the Background of Big Data

Published Online: Jan 31, 2024

Page range: -

Received: Dec 20, 2023

Accepted: Dec 29, 2023

DOI: https://doi.org/10.2478/amns-2024-0193

KeywordsTaylor’s formula, Objective function optimization, Canopy algorithm, Academic level early warning, Civic education

© 2024 Yanqiu Che, published by Sciendo

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

Keywords
Taylor’s formula, Objective function optimization, Canopy algorithm, Academic level early warning, Civic education