| Presentation | 2010-11-19 Learning Goal-Directed Reasoning by Relational Reinforcement Learning Hideaki ITOH, Hisao FUKUMOTO, Hiroshi WAKUYA, Tatsuya FURUKAWA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Goal-directed reasoning is a type of reasoning in which an agent, who does not know how to achieve its goal, infers the way to achieve the goal by setting an achievable subgoal from which the ultimate goal can be achieved. This type of reasoning is simple yet useful in many problem-solving situations. In this paper, we use a relational reinforcement learning method, which is a combination of predicate logic and reinforcement learning, to make an agent who learns through experience the algorithm to perform the goal-directed reasoning. Especially, we report some difficulty in the use of gradient methods when learning an algorithm that involves storing some information into memory and using the stored information after a period of time. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | goal-directed reasoning / relational reinforcement learning / predicate logic |
| Paper # | AI2010-31 |
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| Conference Information | |
| Committee | AI |
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| Conference Date | 2010/11/12(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) | Learning Goal-Directed Reasoning by Relational Reinforcement Learning |
| Sub Title (in English) | |
| Keyword(1) | goal-directed reasoning |
| Keyword(2) | relational reinforcement learning |
| Keyword(3) | predicate logic |
| 1st Author's Name | Hideaki ITOH |
| 1st Author's Affiliation | Graduate School of Science and Engineering, Saga University() |
| 2nd Author's Name | Hisao FUKUMOTO |
| 2nd Author's Affiliation | Graduate School of Science and Engineering, Saga University |
| 3rd Author's Name | Hiroshi WAKUYA |
| 3rd Author's Affiliation | Graduate School of Science and Engineering, Saga University |
| 4th Author's Name | Tatsuya FURUKAWA |
| 4th Author's Affiliation | Graduate School of Science and Engineering, Saga University |
| Date | 2010-11-19 |
| Paper # | AI2010-31 |
| Volume (vol) | vol.110 |
| Number (no) | 301 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |