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Aug, 2019
智能教育系统的神经认知诊断
Interpretable Cognitive Diagnosis with Neural Network for Intelligent Educational Systems
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Fei Wang, Qi Liu, Enhong Chen, Zhenya Huang
TL;DR
本文提出了Neural Cognitive Diagnosis (NeuralCD)框架,用于智能教育中的认知诊断,分别使用传统的Q-矩阵和改进的文本内容来探索每个练习的概念,并包含神经网络以学习复杂的练习交互作用,从而获得准确和可解释的诊断结果。
Abstract
In
intelligent education
systems, one key issue is to discover students' proficiency level on specific knowledge concepts, which called
cognitive diagnosis
. Existing approaches usually mine the student exercising
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