Temporal Difference Learning and TD-Gammon 论文

1995ICGA Journal引用 768
Artificial Intelligence in GamesEvolutionary Algorithms and ApplicationsReinforcement Learning in Robotics

详细信息

发表期刊/会议
ICGA Journal
发表日期
1995-06-01
发表年份
1995

关键词

Artificial Intelligence in GamesEvolutionary Algorithms and ApplicationsReinforcement Learning in Robotics

摘要

We provide an abstract, selectively u ing the author's formulations: "The article presents a game-learning program called TD-GAMMON. TD-GAMMON is a neural network that trains itself to be an evaluation function for the game of backgammon by playing against itself and learning from the outcome. It was not developed to surpass all previous computer programs in backgammon; rather, its purpose was to explore some new ideas and approaches to traditional problems in reinforcement learning.