The comprehensive evaluation of innovative education quality from the perspective of balanced and stable development

In order to overcome the problems of long data collection time, high error rate of index weight calculation and low accuracy of traditional evaluation methods, a comprehensive evaluation method of innovative education quality from the perspective of balanced and stable development is proposed. Firstly, the comprehensive evaluation index of innovative education quality under the background of balanced and stable development is preliminarily determined. The K-means clustering algorithm is used to collect education data, and the data are fused and reduced. Then, the comprehensive evaluation system of innovative education quality is established. Finally, the weight of evaluation index is calculated by AHP, and the comprehensive evaluation of education quality is realised by three-level fuzzy comprehensive evaluation model. The experimental results show that the average data acquisition time of this method is 0.63 s, the maximum error rate of evaluation index weight calculation is 2%, and the evaluation accuracy is above 94%.

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Publication Details

Journal
International Journal of Innovation and Sustainable Development
Published
2024-12-03
DOI
https://doi.org/10.1504/ijisd.2025.142906
Primary Topic
Educational Reforms and Innovations
Type
article
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The comprehensive evaluation of innovative education quality from the perspective of balanced and stable development

Xiaoping Feng
International Journal of Innovation and Sustainable Development
Educational Reforms and Innovations
article

The comprehensive evaluation of innovative education quality from the perspective of balanced and stable development

Xiaoping Feng
article en

Abstract

In order to overcome the problems of long data collection time, high error rate of index weight calculation and low accuracy of traditional evaluation methods, a comprehensive evaluation method of innovative education quality from the perspective of balanced and stable development is proposed. Firstly, the comprehensive evaluation index of innovative education quality under the background of balanced and stable development is preliminarily determined. The K-means clustering algorithm is used to collect education data, and the data are fused and reduced. Then, the comprehensive evaluation system of innovative education quality is established. Finally, the weight of evaluation index is calculated by AHP, and the comprehensive evaluation of education quality is realised by three-level fuzzy comprehensive evaluation model. The experimental results show that the average data acquisition time of this method is 0.63 s, the maximum error rate of evaluation index weight calculation is 2%, and the evaluation accuracy is above 94%.

International Journal of Innovation and Sustainable DevelopmentVol. 19(1)
Hunan City University (CN)
Openalex Percentile: Top 69%
Educational Reforms and Innovations
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The comprehensive evaluation of innovative education quality from the perspective of balanced and stable development — Xiaoping Feng · International Journal of Innovation and Sustainable Development (2024) | TGRS Research Map | TGRS