Presentation 2003/7/22
Learning Pass Sequence on Football using Hierarchical Q-learning
Masashi Ikeda, Satoru MORITA,
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Abstract(in English) It is important to pass a ball sequentially. In this paper, the agent player learns the pass sequence for some formations. We introduce the hierarchical Q-learning based on reinforcement learning to learn the pass sequence. The agent player keeping a ball learns the pass sequence from the pass leading to the goal, and learn kicking a ball and moving. The agent player not keeping a ball learns moving . We show that each player learns making a shot from the pass sequence while each player has a image of the pass sequence for the 4-4-2 and 3-5-2 formation of the football game.
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Keyword(in English) Q-learning / Football / Pass Sequence
Paper # NC2003-45
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Committee NC
Conference Date 2003/7/22(1days)
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Registration To Neurocomputing (NC)
Language JPN
Title (in Japanese) (See Japanese page)
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Title (in English) Learning Pass Sequence on Football using Hierarchical Q-learning
Sub Title (in English)
Keyword(1) Q-learning
Keyword(2) Football
Keyword(3) Pass Sequence
1st Author's Name Masashi Ikeda
1st Author's Affiliation Faculty of Engineering, Yamaguchi University()
2nd Author's Name Satoru MORITA
2nd Author's Affiliation Faculty of Engineering, Yamaguchi University
Date 2003/7/22
Paper # NC2003-45
Volume (vol) vol.103
Number (no) 228
Page pp.pp.-
#Pages 6
Date of Issue