Learning Concept Prerequisite Relations from Educational Data via Multi-Head Attention Variational Graph Auto-Encoders

Author:

Zhang Juntao1,Lin Nanzhou1,Zhang Xuelong1,Song Wei1,Yang Xiandi1,Peng Zhiyong1

Affiliation:

1. Wuhan University, Wuhan, China

Funder

the National Natural Science Foundation of China; the National Natural Science Foundation of China; the National Key Research and Development Project of China; the Science and Technology Major Project of Hubei Province

Publisher

ACM

Reference32 articles.

1. Fareedah Alsaad , Assma Boughoula , Chase Geigle , Hari Sundaram , and Chengxiang Zhai . 2018 . Mining MOOC Lecture Transcripts to Construct Concept Dependency Graphs . In Proceedings of the 11th International Conference on Educational Data Mining . Fareedah Alsaad, Assma Boughoula, Chase Geigle, Hari Sundaram, and Chengxiang Zhai. 2018. Mining MOOC Lecture Transcripts to Construct Concept Dependency Graphs. In Proceedings of the 11th International Conference on Educational Data Mining .

2. Unsupervised Statistical Machine Translation

3. Joan Bruna , Wojciech Zaremba , Arthur Szlam , and Yann LeCun . 2014 . Spectral Networks and Locally Connected Networks on Graphs . In Proceedings of the 2nd International Conference on Learning Representations . Joan Bruna, Wojciech Zaremba, Arthur Szlam, and Yann LeCun. 2014. Spectral Networks and Locally Connected Networks on Graphs. In Proceedings of the 2nd International Conference on Learning Representations .

4. Resources Sequencing Using Automatic Prerequisite--Outcome Annotation

5. Multi-level Graph Convolutional Networks for Cross-platform Anchor Link Prediction

Cited by 9 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Precedability Prediction Between Open Educational Resources;Proceedings of the 2024 International Conference on Information Technology for Social Good;2024-09-04

2. Contextual Embeddings and Graph Convolutional Networks for Concept Prerequisite Learning;Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing;2024-04-08

3. Pool-based active learning framework for concept prerequisite learning;Journal of Intelligent & Fuzzy Systems;2024-01-10

4. Similarity Metrics and Visualization of Scholars Based on Variational Graph Normalized Auto-Encoders;Communications in Computer and Information Science;2024

5. WikiCPRL: A Weakly Supervised Approach for Wikipedia Concept Prerequisite Relation Learning;Lecture Notes in Computer Science;2024

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3