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IEICE Trans

Lei CAO

Reward-Based Exploration: Adaptive Control for Deep Reinforcement Learning
Zhi-xiong XU Lei CAO Xi-liang CHEN Chen-xi LI 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2018/09/01
Vol. E101-D  No. 9  pp. 2409-2412
Type of Manuscript:  LETTER
Category: Artificial Intelligence, Data Mining
Keyword: 
deep reinforcement learning, reward, exploration, exploitation, 
 Summary | Full Text:PDF
Deep Reinforcement Learning with Sarsa and Q-Learning: A Hybrid Approach
Zhi-xiong XU Lei CAO Xi-liang CHEN Chen-xi LI Yong-liang ZHANG Jun LAI 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2018/09/01
Vol. E101-D  No. 9  pp. 2315-2322
Type of Manuscript:  PAPER
Category: Artificial Intelligence, Data Mining
Keyword: 
deep reinforcement learning, Deep Q Network, overestimation, double estimator, Sarsa, 
 Summary | Full Text:PDF
A Study of Qualitative Knowledge-Based Exploration for Continuous Deep Reinforcement Learning
Chenxi LI Lei CAO Xiaoming LIU Xiliang CHEN Zhixiong XU Yongliang ZHANG 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2017/11/01
Vol. E100-D  No. 11  pp. 2721-2724
Type of Manuscript:  LETTER
Category: Artificial Intelligence, Data Mining
Keyword: 
deep reinforcement learning, knowledge, exploration strategy, cloud control systems, 
 Summary | Full Text:PDF