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基于 BP 神经网络的在线通识教育课程学习评价研究。

Research on Learning Evaluation of Online General Education Course Based on BP Neural Network.

机构信息

Office of Academic Affairs, Zhejiang Shuren College, Hangzhou 310015, China.

出版信息

Comput Intell Neurosci. 2021 Dec 6;2021:3570273. doi: 10.1155/2021/3570273. eCollection 2021.

Abstract

Network open curriculum provides a new solution for general education in local colleges and universities, which makes the network curriculum widely popularized and applied in colleges and universities. However, due to the lack of good curriculum learning evaluation, it is inconvenient for learners to choose. Therefore, this paper proposes to use the BP neural network model to evaluate the learning process of network general education course. Based on the course and user data provided by the existing platform, this paper constructs an online course learning evaluation model and studies the structure and effect relationship among learning experience, learning investment, and learning performance of ordinary online courses based on the preaging process product (3P) model and structural analysis method. Our research shows that curriculum quality is a key factor in analyzing and predicting learning results, which has a great impact on learning achievement. Learning experience is a direct factor affecting academic achievement. Learning experience, as an intermediary variable, indirectly affects e-learning performance. At the same time, it puts forward some suggestions to optimize the learning effect of ordinary online courses. On the one hand, the evaluation model provided in this paper can provide a reference for learners to select online courses; on the other hand, it can also be used as a supplement to the existing subjective evaluation model.

摘要

网络公开课程为地方高校通识教育提供了新的解决方案,使得网络课程在高校中得到了广泛的普及和应用。然而,由于缺乏良好的课程学习评价,学习者在选择时不太方便。因此,本文提出使用 BP 神经网络模型来评估网络通识教育课程的学习过程。基于现有平台提供的课程和用户数据,本文构建了在线课程学习评价模型,并基于预龄过程产品(3P)模型和结构分析方法,研究了普通在线课程的学习体验、学习投入和学习绩效之间的结构和效应关系。我们的研究表明,课程质量是分析和预测学习结果的关键因素,对学习成绩有很大影响。学习体验是影响学业成绩的直接因素。学习体验作为一个中介变量,间接地影响着电子学习的绩效。同时,本文还提出了一些优化普通在线课程学习效果的建议。一方面,本文提供的评价模型可以为学习者选择在线课程提供参考;另一方面,也可以作为现有主观评价模型的补充。

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