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A Novel Knowledge Tracing Model Based on Collaborative Multi-Head Attention

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成果类型:
会议论文
作者:
Zhang, Wei;Qu, Kaiyuan;Han, Yahui;Tan, Longan
作者机构:
[Zhang, Wei] Central China Normal University, National Engineering Research Center for E-Learning, China
[Qu, Kaiyuan; Han, Yahui; Tan, Longan] Central China Normal University, China
语种:
英文
期刊:
ACM International Conference Proceeding Series
年:
2022
页码:
210-215
会议名称:
6th International Conference on Innovation in Artificial Intelligence, ICIAI 2022
会议时间:
March 4, 2022 - March 6, 2022
会议地点:
Virtual, Online, China
机构署名:
本校为第一机构
院系归属:
国家数字化学习工程技术研究中心
摘要:
Online education is playing a more and more important role in today's education. The key link of online education is to model students' knowledge mastery according to their historical behaviors, so as to obtain the knowledge tracing represented by students' current knowledge state. Previous Transformer-based knowledge tracing models have disadvantages such as inefficient model computation and redundant information on the one hand. On the other hand, the traditional knowledge tracing model cannot solve the problem of imbalanced positive and nega...

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