Development Assessment of Higher Education System Based on TOPSIS-Entropy, Hopfield Neural Network, and Cobweb Model
This paper first extracted 11 indicators from four aspects of infrastructure, educational equity, teaching quality, and scientific research level and established a multidimensional higher education evaluation system. After that, according to TOPSIS and the entropy method, a comprehensive score of th...
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| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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Wiley
2021-01-01
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| Series: | Complexity |
| Online Access: | http://dx.doi.org/10.1155/2021/5520030 |
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| author | Xian-Bei Liu Yu-Jing Zhang Wen-Kai Cui Li-Ting Wang Jia-Ming Zhu |
| author_facet | Xian-Bei Liu Yu-Jing Zhang Wen-Kai Cui Li-Ting Wang Jia-Ming Zhu |
| author_sort | Xian-Bei Liu |
| collection | DOAJ |
| description | This paper first extracted 11 indicators from four aspects of infrastructure, educational equity, teaching quality, and scientific research level and established a multidimensional higher education evaluation system. After that, according to TOPSIS and the entropy method, a comprehensive score of the development of higher education was obtained, and a comprehensive index of higher education was proposed. According to the level of the score, we divide the development status into 5 categories, and use discrete Hopfield neural network for verification. In addition, we applied the model to many countries and chose Vietnam to conduct an in-depth analysis of the model, including reforming policies and evaluating policy effects based on cobweb model. Finally, we found that the application of the model is very universal, but in reality the reform is very difficult. |
| format | Article |
| id | doaj-art-0c479faa6a304685924f10993f54c038 |
| institution | Kabale University |
| issn | 1076-2787 1099-0526 |
| language | English |
| publishDate | 2021-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Complexity |
| spelling | doaj-art-0c479faa6a304685924f10993f54c0382025-02-03T00:58:58ZengWileyComplexity1076-27871099-05262021-01-01202110.1155/2021/55200305520030Development Assessment of Higher Education System Based on TOPSIS-Entropy, Hopfield Neural Network, and Cobweb ModelXian-Bei Liu0Yu-Jing Zhang1Wen-Kai Cui2Li-Ting Wang3Jia-Ming Zhu4School of Statistics and Applied Mathematics, Anhui University of Finance and Economics, Bengbu 233030, ChinaInstitute of Finance, Anhui University of Finance and Economics, Bengbu 233030, ChinaInstitute of Finance, Anhui University of Finance and Economics, Bengbu 233030, ChinaSchool of Accounting, Anhui University of Finance and Economics, Bengbu 233030, ChinaSchool of Statistics and Applied Mathematics, Anhui University of Finance and Economics, Bengbu 233030, ChinaThis paper first extracted 11 indicators from four aspects of infrastructure, educational equity, teaching quality, and scientific research level and established a multidimensional higher education evaluation system. After that, according to TOPSIS and the entropy method, a comprehensive score of the development of higher education was obtained, and a comprehensive index of higher education was proposed. According to the level of the score, we divide the development status into 5 categories, and use discrete Hopfield neural network for verification. In addition, we applied the model to many countries and chose Vietnam to conduct an in-depth analysis of the model, including reforming policies and evaluating policy effects based on cobweb model. Finally, we found that the application of the model is very universal, but in reality the reform is very difficult.http://dx.doi.org/10.1155/2021/5520030 |
| spellingShingle | Xian-Bei Liu Yu-Jing Zhang Wen-Kai Cui Li-Ting Wang Jia-Ming Zhu Development Assessment of Higher Education System Based on TOPSIS-Entropy, Hopfield Neural Network, and Cobweb Model Complexity |
| title | Development Assessment of Higher Education System Based on TOPSIS-Entropy, Hopfield Neural Network, and Cobweb Model |
| title_full | Development Assessment of Higher Education System Based on TOPSIS-Entropy, Hopfield Neural Network, and Cobweb Model |
| title_fullStr | Development Assessment of Higher Education System Based on TOPSIS-Entropy, Hopfield Neural Network, and Cobweb Model |
| title_full_unstemmed | Development Assessment of Higher Education System Based on TOPSIS-Entropy, Hopfield Neural Network, and Cobweb Model |
| title_short | Development Assessment of Higher Education System Based on TOPSIS-Entropy, Hopfield Neural Network, and Cobweb Model |
| title_sort | development assessment of higher education system based on topsis entropy hopfield neural network and cobweb model |
| url | http://dx.doi.org/10.1155/2021/5520030 |
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