Winning rate prediction model based on Monte Carlo Tree Search for computer Dou Dizhu

2019 ◽  
pp. 1-1
Author(s):  
Guangyun Tan ◽  
Yongyi He ◽  
Huahu Xu ◽  
Peipei Wei ◽  
Ping Yi ◽  
...  
Keyword(s):  
Monte Carlo ◽  
Prediction Model ◽  
Tree Search ◽  
Monte Carlo Tree Search ◽  
Rate Prediction ◽  
Model Based

scholarly journals Towards efficient discovery of green synthetic pathways with Monte Carlo tree search and reinforcement learning

2020 ◽  
Vol 11 (40) ◽  
pp. 10959-10972
Author(s):  
Xiaoxue Wang ◽  
Yujie Qian ◽  
Hanyu Gao ◽  
Connor W. Coley ◽  
Yiming Mo ◽  
...  
Keyword(s):  
Monte Carlo ◽  
Reinforcement Learning ◽  
Prediction Model ◽  
Tree Search ◽  
Monte Carlo Tree Search ◽  
Value Network ◽  
Synthesis Routes

A new MCTS variant with a reinforcement learning value network and solvent prediction model proposes shorter synthesis routes with greener solvents.

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