Proceedings of the 2022 3rd International Conference on Artificial Intelligence and Education (IC-ICAIE 2022)

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The Construction of Prediction Model based on Decision Tree-Neural Network Algorithm for Identifying Poverty-Stricken College Students

Authors
Yuncong Zeng1, *, Yifan Han2
1School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu City, Sichuan Province, China
2School of Public Affairs and Administration, University of Electronic Science and Technology of China, Chengdu City, Sichuan Province, China
*Corresponding author. Email: life_zengyc@uestc.edu.cn
Corresponding Author
Yuncong Zeng
Available Online 27 December 2022.
DOI
10.2991/978-94-6463-040-4_191How to use a DOI?
Keywords
Decision Tree-Neural Network; Poverty-Stricken College Students; Prediction
Abstract

In the context of “three comprehensive education” in campus, the support for economically disadvantaged students in campus is still one of the key tasks that need to be solved. With the limited resources of financial support for poverty-stricken college students, the identification of these students faces serious challenges. In this essay, a prediction model based on decision-tree and neural network algorithm is designed to predict and analyze students’ poverty recognition. After testing and validation, it proves the effectiveness of the model applied to the prediction of college poverty-stricken college students. Based on the author's database, the recognition accuracy of the model can reach 97.52% at present, and the prediction results of student poverty recognition can be realized with data update.

Copyright
© 2023 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

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Volume Title
Proceedings of the 2022 3rd International Conference on Artificial Intelligence and Education (IC-ICAIE 2022)
Series
Atlantis Highlights in Computer Sciences
Publication Date
27 December 2022
ISBN
978-94-6463-040-4
ISSN
2589-4900
DOI
10.2991/978-94-6463-040-4_191How to use a DOI?
Copyright
© 2023 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Cite this article

risenwbib
TY  - CONF
AU  - Yuncong Zeng
AU  - Yifan Han
PY  - 2022
DA  - 2022/12/27
TI  - The Construction of Prediction Model based on Decision Tree-Neural Network Algorithm for Identifying Poverty-Stricken College Students
BT  - Proceedings of the 2022 3rd International Conference on Artificial Intelligence and Education (IC-ICAIE 2022)
PB  - Atlantis Press
SP  - 1287
EP  - 1293
SN  - 2589-4900
UR  - https://doi.org/10.2991/978-94-6463-040-4_191
DO  - 10.2991/978-94-6463-040-4_191
ID  - Zeng2022
ER  -