Performance evaluation of higher education management under the background of knowledge management

被引:0
|
作者
Mo X. [1 ]
机构
[1] Faculty of Applied Technology, Huaiyin Institute of Technology, Huai’an
关键词
back propagation neural network; BPNN; improved whale optimisation algorithm; indicator system; IWOA; KM; knowledge management; performance evaluation;
D O I
10.1504/IJWET.2024.138120
中图分类号
学科分类号
摘要
In view of the shortcomings of the accuracy and objectivity of the current higher education management performance evaluation methods under the background of KM, this paper studied and constructed the education management performance evaluation model. On this basis, a back propagation neural network (BPNN) model based on the improved whale optimisation algorithm (IWOA) was proposed for fitting the index data. The experimental results showed that the number of iterations required by the IWOA-BPNN model was only 68; the F1 value was 0.961; the recall value was 0.950; the fitness degree was 0.948; the MSE was 0.463; the MAE was 8.53; the accuracy rate was 0.985 and the AUC value was 0.912, all of which were superior to the most advanced intelligent evaluation method of educational management performance. The above results show that the evaluation model based on IWAO-BPNN can accurately and effectively realise the intelligent evaluation of educational management performance. Copyright © 2024 Inderscience Enterprises Ltd.
引用
收藏
页码:88 / 105
页数:17
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