Presentation 2002/3/13
A reinforcement learning model for macaque monkey tool-use
Toshisada MARIYAMA, Sayaka HIHARA, Hidetoshi ISHIBASHI, Atsushi IRIKI, Kiyohiko NAKAMURA,
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Abstract(in English) Iriki et.al. have shown that although Japanese monkeys took about two weeks to be able to use a rake to get distant food, they could immediately use two rakes to get more distant food. They also found neurons in caudal postcentral gyrus, whose visual receptive field is enlarged with using a rake. This study presents a model based on the reinforcement learning theory in order to explain the monkeys' behavior. [MODEL] This model is based on a hypothesis that monkeys can evaluate tools according to their distance to food. The model consists of a conventional Actor-Critic model and a tool-evaluation-component. [RESULTS] Computer simulation reproduced the above experimental data. This verifies the hypothesis that monkeys can evaluate tools.
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Keyword(in English) Tool-Use / Reinforcement Learning / Macaque Monkey
Paper # NC2001-217
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Committee NC
Conference Date 2002/3/13(1days)
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Registration To Neurocomputing (NC)
Language JPN
Title (in Japanese) (See Japanese page)
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Title (in English) A reinforcement learning model for macaque monkey tool-use
Sub Title (in English)
Keyword(1) Tool-Use
Keyword(2) Reinforcement Learning
Keyword(3) Macaque Monkey
1st Author's Name Toshisada MARIYAMA
1st Author's Affiliation Interdiscip.Grad.Sch., Tokyo Institute of Technology()
2nd Author's Name Sayaka HIHARA
2nd Author's Affiliation Sec.Cogn.Neurobiol., Tokyo Medical and Dental University
3rd Author's Name Hidetoshi ISHIBASHI
3rd Author's Affiliation Sec.Cogn.Neurobiol., Tokyo Medical and Dental University
4th Author's Name Atsushi IRIKI
4th Author's Affiliation Sec.Cogn.Neurobiol., Tokyo Medical and Dental University
5th Author's Name Kiyohiko NAKAMURA
5th Author's Affiliation Interdiscip.Grad.Sch., Tokyo Institute of Technology
Date 2002/3/13
Paper # NC2001-217
Volume (vol) vol.101
Number (no) 737
Page pp.pp.-
#Pages 8
Date of Issue