Graph Enhanced Hierarchical Reinforcement Learning for Goal-oriented Learning Path Recommendation

Author:

Li Qingyao1ORCID,Xia Wei2ORCID,Yin Li'ang1ORCID,Shen Jian1ORCID,Rui Renting3ORCID,Zhang Weinan1ORCID,Chen Xianyu1ORCID,Tang Ruiming4ORCID,Yu Yong1ORCID

Affiliation:

1. Shanghai Jiao Tong University, Shanghai, China

2. Huawei Noah's Art Lab, Shenzhen, China

3. Shanghai Jiaotong University, Shanghai, China

4. Huawei Noah's Ark Lab, Shenzhen, China

Funder

National Natural Science Foundation of China

Publisher

ACM

Reference41 articles.

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2. Adaptive learning path recommendation based on graph theory and an improved immune algorithm;Bian Cun-Ling;KSII Transactions on Internet and Information Systems (TIIS),2019

3. Antoine Bordes , Nicolas Usunier , Alberto Garcia-Duran , Jason Weston , and Oksana Yakhnenko . 2013. Translating embeddings for modeling multi-relational data. Advances in neural information processing systems 26 ( 2013 ). Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, and Oksana Yakhnenko. 2013. Translating embeddings for modeling multi-relational data. Advances in neural information processing systems 26 (2013).

4. Greg Brockman , Vicki Cheung , Ludwig Pettersson , Jonas Schneider , John Schulman , Jie Tang , and Wojciech Zaremba . 2016. Openai gym. arXiv preprint arXiv:1606.01540 ( 2016 ). Greg Brockman, Vicki Cheung, Ludwig Pettersson, Jonas Schneider, John Schulman, Jie Tang, and Wojciech Zaremba. 2016. Openai gym. arXiv preprint arXiv:1606.01540 (2016).

5. Haw-Shiuan Chang Hwai-Jung Hsu and Kuan-Ta Chen. 2015. Modeling Exercise Relationships in E-Learning: A Unified Approach.. In EDM. 532--535. Haw-Shiuan Chang Hwai-Jung Hsu and Kuan-Ta Chen. 2015. Modeling Exercise Relationships in E-Learning: A Unified Approach.. In EDM. 532--535.

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