Welcome to Francis Academic Press

International Journal of New Developments in Education, 2021, 3(3); doi: 10.25236/IJNDE.2021.030307.

Based on BP neural network method to establish higher education health evaluation system

Author(s)

Menghui Chu, Zekai Wang, Zirui Zhao

Corresponding Author:
Menghui Chu
Affiliation(s)

Electrical Information Department, Shandong University of Science and Technology, Jinan, Shandong, 250031, China

Abstract

This paper is here to develop a model that can assess the health status of the higher education system in any country. Then select a country and propose a set of policies that will move that country from its current state to its target state. Five indicators for the evaluation of the education system are formulated. Then, Python crawler is used to capture the data of different countries under these five indicators from the Internet. Then, K-means++ clustering method is used to classify countries into three classes. The significance and specific results of classification are shown in 4.2.1 and Table3. Then, according to different types of countries, TOPSIS based on entropy weight method is used to establish a system that can evaluate the health status of higher education in any country.

Keywords

Python crawler, K-means++ clustering, TOPSIS, PCA, BP neural network, Fuzzy comprehensive evaluation

Cite This Paper

Menghui Chu, Zekai Wang, Zirui Zhao. Based on BP neural network method to establish higher education health evaluation system. International Journal of New Developments in Education (2021) Vol. 3, Issue 3: 27-32. https://doi.org/10.25236/IJNDE.2021.030307.

References

[1] Liang Qian. Three challenges of quality assurance in higher education and their solutions [J]. Educational Research, Tsinghua University, 2020, 41(01): 142-148.  

[2] Li Liguo, Yi Peng, Xue Xinlong. Overcoming the middle income trap re-quires increasing education investment-----Characteristics and enlightenment of national education investment in different stages of economic development [J]. Higher Education Research in China, 2016, (09): 55-62. DOI: 10.16298/ j.cnki.1004-3667.2016.09.10 

[3] NGUYEN DANG THUY THUY. Research on Financial Management of Basic Education in Quang Ngai Province, Vietnam [D]. Central China Nor-mal University, 2018. [7]. 

[4]Haisheng Pan, Xing Weng. Research on the Coupling Relationship be-tween Higher Vocational Education and Economic and Social Development in China——Panel data of 31 provinces from 2006 to 2018 [J/OL]. Management of HigheEucation: 112 [2021-02-07 16:30]. https://doi.org/10.13316/j.cnki.jhem.20210206.002.DOI:10.13316/j.cnki.jhem.20210206. 002. 

[5] Sun Yanbo. How to Effectively Avoid the Risk of Brain Drench in China under the Background of Globalization [J]. Business, 2012, (06): 150-151.