| Presentation | 2000/7/12 Reinforcement Signal Communication based Multiagent Reinforcement Learning Tomohiro YAMAGUCHI, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Reinforcement learning is the major learning mechanism for an agent to adapt itself to various situations flexibly.However, in a multiagent system environment that has mutual dependency among agents, it is difficult for a human to setup suitable learning goals for each agent.Therefore, it requires the active and interactive learning function that treats how to coordinate the interaction among other learning agents.This paper presents a new framework of multiagent reinforcement learning to generate and coordinate each learning goal interactively among agents.To realize this, it presents to treat each learning goal as a reinforcement signal that can be communicated among agents.Then the issues of the self-generation of goals and evaluation criteria are discussed. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | reinforcement learning / multiagent / self-reflection / reinforcement signal / communication / interactive |
| Paper # | OFS2000-29,AI2000-31 |
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| Conference Information | |
| Committee | AI |
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| Conference Date | 2000/7/12(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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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) | Reinforcement Signal Communication based Multiagent Reinforcement Learning |
| Sub Title (in English) | |
| Keyword(1) | reinforcement learning |
| Keyword(2) | multiagent |
| Keyword(3) | self-reflection |
| Keyword(4) | reinforcement signal |
| Keyword(5) | communication |
| Keyword(6) | interactive |
| 1st Author's Name | Tomohiro YAMAGUCHI |
| 1st Author's Affiliation | Department of Information Engineering, Nara National College of Technology() |
| Date | 2000/7/12 |
| Paper # | OFS2000-29,AI2000-31 |
| Volume (vol) | vol.100 |
| Number (no) | 199 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |