| Presentation | 1997/12/3 Acquiring heuristics for problem solving by using ILP Nobuhiro Inuzuka, Tomofumi Nakano, Hirohisa Seki, Hidenori Itoh, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose a method to use Inductive Logic Programming to give heuristic functions for search problems. The method takes solutions of searches for a problem and background knowledge on the problem. A large class of problems is described as a set of states and set of operators, and to solve the problem is to find a series of operators. A solution, a series of operators that brings an initial state to a final state, is transformed into positive and negative examples of a relation "better-choice", which describes that an operator is better than others in a state. We also give a way to use the "better-choice" relation as a heuristic function. The method can use any logic program as background knowledge to induce heuristics, and induced heuristics has high readability. The paper inspects the method by applying to a puzzle. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Knowledge acquisition / inductive logic programming / problem solving |
| Paper # | AI97-53 |
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| Conference Information | |
| Committee | AI |
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| Conference Date | 1997/12/3(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) | Acquiring heuristics for problem solving by using ILP |
| Sub Title (in English) | |
| Keyword(1) | Knowledge acquisition |
| Keyword(2) | inductive logic programming |
| Keyword(3) | problem solving |
| 1st Author's Name | Nobuhiro Inuzuka |
| 1st Author's Affiliation | Department of Intelligence and Computer Science, Nagoya Institute of Technology() |
| 2nd Author's Name | Tomofumi Nakano |
| 2nd Author's Affiliation | Department of Intelligence and Computer Science, Nagoya Institute of Technology |
| 3rd Author's Name | Hirohisa Seki |
| 3rd Author's Affiliation | Department of Intelligence and Computer Science, Nagoya Institute of Technology |
| 4th Author's Name | Hidenori Itoh |
| 4th Author's Affiliation | Department of Intelligence and Computer Science, Nagoya Institute of Technology |
| Date | 1997/12/3 |
| Paper # | AI97-53 |
| Volume (vol) | vol.97 |
| Number (no) | 416 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |