| Presentation | 1999/5/27 Acquiring the Protocol of Communication for Task Assignment by Reinforcement Learning Takefumi Udagawa, Masahiro Murakawa, Kazuyuki Hiraoka, Satoshi Morinaga, Shuji Yoshizawa, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose a model of a multi-agent system which learns communication rule of di-viding works automatically by reinforcement learning. In multi-agent systems, it is important to divide works efficiently. However, efficient division of works needs much communication. The proposed method which communication rules of dividing works are learned by reinforcement learning, offers one of the solution of the two contrary problems: reduction of communication and efficient division of works/ We analyze effects of communication and how agents divide works with acquired rules. In addition, we show that it makes the rules simple and robust to add noise to communication at learning phase. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | multi-agent systems / reinforcement learning / classifier system / task assignment / agent communication / noise |
| Paper # | AI99-9 |
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| Conference Information | |
| Committee | AI |
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| Conference Date | 1999/5/27(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| Registration To | Artificial Intelligence and Knowledge-Based Processing (AI) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Acquiring the Protocol of Communication for Task Assignment by Reinforcement Learning |
| Sub Title (in English) | |
| Keyword(1) | multi-agent systems |
| Keyword(2) | reinforcement learning |
| Keyword(3) | classifier system |
| Keyword(4) | task assignment |
| Keyword(5) | agent communication |
| Keyword(6) | noise |
| 1st Author's Name | Takefumi Udagawa |
| 1st Author's Affiliation | Graduate School of Engineering, University of Tokyo() |
| 2nd Author's Name | Masahiro Murakawa |
| 2nd Author's Affiliation | Electrotechnical Laboratory |
| 3rd Author's Name | Kazuyuki Hiraoka |
| 3rd Author's Affiliation | Dept. of Information and Computer Science, Saitama University |
| 4th Author's Name | Satoshi Morinaga |
| 4th Author's Affiliation | NEC C&C Media Laboratory |
| 5th Author's Name | Shuji Yoshizawa |
| 5th Author's Affiliation | Graduate School of Engineering, University of Tokyo |
| Date | 1999/5/27 |
| Paper # | AI99-9 |
| Volume (vol) | vol.99 |
| Number (no) | 95 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |