A Hierarchical Memory Network for Knowledge Tracing

作者:

Highlights:

• Our model simulates human memory by the proposed memory network.

• Our model outperforms the traditional deep knowledge tracing models.

• Our model finds a more logical correlation between skills.

摘要

•Our model simulates human memory by the proposed memory network.•Our model outperforms the traditional deep knowledge tracing models.•Our model finds a more logical correlation between skills.

论文关键词:Knowledge Tracing,Memory networks,Hierarchical memory,Human memory

论文评审过程:Received 15 October 2019, Revised 21 February 2021, Accepted 21 March 2021, Available online 29 March 2021, Version of Record 12 April 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.114935