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

<p>Ideological and political (IAP) education is an important part of higher education, which plays a fundamental role in all-round education mechanisms and other fields. Under the vigorous development of big data technology, the crisis of IAP teaching effectiveness in colleges and universities is restricted by the non-linear development path, incomplete information collection, irregular data distribution, difficulty in quantifying index design and so on. Therefore, by analysing the application foundation of big data in IAP teaching evaluation, this paper puts forward an early warning model of IAP teaching effectiveness based on SVM algorithm design and decision analysis of a BP neural network and quantifies the quality of IAP teaching by constructing an index system of IAP evaluation, early warning evaluation value and early warning limit value, which is helpful to realise all-round dynamic early warning of IAP education in colleges and universities.</p>
</abstract>

Ideological and political (IAP) education is an important part of higher education, which plays a fundamental role in all-round education mechanisms and other fields. Under the vigorous development of big data technology, the crisis of IAP teaching effectiveness in colleges and universities is restricted by the non-linear development path, incomplete information collection, irregular data distribution, difficulty in quantifying index design and so on. Therefore, by analysing the application foundation of big data in IAP teaching evaluation, this paper puts forward an early warning model of IAP teaching effectiveness based on SVM algorithm design and decision analysis of a BP neural network and quantifies the quality of IAP teaching by constructing an index system of IAP evaluation, early warning evaluation value and early warning limit value, which is helpful to realise all-round dynamic early warning of IAP education in colleges and universities.

Research on an early warning model of effectiveness evaluation in ideological and political teaching based on big data

Applied Mathematics and Nonlinear Sciences

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

Ideological and political (IAP) education is an important part of higher education, which plays a fundamental role in all-round education mechanisms and other...

Research on an early warning model of effectiveness evaluation in ideological and political teaching based on big data

Published Online: Aug 24, 2022

Page range: 549 - 560

Received: Mar 29, 2022

Accepted: May 30, 2022

DOI: https://doi.org/10.2478/amns.2021.2.00217

Keywords
Big data, IAP teaching, Early warning model

© 2023 Dan Li, published by Sciendo

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

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Research on an early warning model of effectiveness evaluation in ideological and political teaching based on big data

Published Online: Aug 24, 2022

Page range: 549 - 560

Received: Mar 29, 2022

Accepted: May 30, 2022

DOI: https://doi.org/10.2478/amns.2021.2.00217

KeywordsBig data, IAP teaching, Early warning model

© 2023 Dan Li, published by Sciendo

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

Fig. 1

Fig. 2

Fig. 3

Fig. 4

Fig. 5

Keywords
Big data, IAP teaching, Early warning model