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基于SSA-BP算法的高校教育管理质量评价模型研究

王丽佳 张文台

现代科学仪器2024,Vol.41Issue(4):239-244,6.
现代科学仪器2024,Vol.41Issue(4):239-244,6.

基于SSA-BP算法的高校教育管理质量评价模型研究

Construction of Quality Evaluation Model for Educational Management in Colleges and Universities Based on SSA-BP Algorithm

王丽佳 1张文台1

作者信息

  • 1. 上海建桥学院艺术设计学院,上海 201306
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摘要

Abstract

The quality of university education management is an important link in ensuring the quality of university education.Assessing it can provide reference for decision-making and direction of school education development,while also monitoring the specific benefits of current education direction and decision-making.A new model for evaluating the quality of university education management is proposed by combining sparrow search algorithm to improve BP neural network to improve the accuracy and reliability of quality assessment.The experiment shows that the optimized neural network has an average absolute error of 3.4907,a root mean square error of 4.4245,an average absolute percentage error of 0.77%,a prediction accuracy of 99.23%,and an algorithm running time of 214.13 seconds.The accuracy error between the expected output value of the model and the actual output value is only 1.5%,indicating that the quality evaluation model in this study has good evaluation ability and provides a certain basis for decision-making in university education management.

关键词

麻雀搜索算法/BP神经网络/高校教学质量/评价模型

Key words

Sparrow search algorithm/BP neural network/Teaching quality in universities/Evaluation model

分类

教育学

引用本文复制引用

王丽佳,张文台..基于SSA-BP算法的高校教育管理质量评价模型研究[J].现代科学仪器,2024,41(4):239-244,6.

基金项目

2019年度肇庆学院学生事务管理精品项目:供给侧结构改革背景新时代大学生就业能力培养及就业平台建设(ZQJPZD-2019009) (ZQJPZD-2019009)

现代科学仪器

OACSTPCD

1003-8892

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