| Presentation | 2004/11/30 Partial Rule Weighting Using Single-Layer Perceptron(Artificial Intelligence III)(Joint Workshop of Vietnamese Society of AI, SIGKBS-JSAI, ICS-IPSJ, and IEICE-SIGAI on Active Mining) SUKREE SINTHUPINYO, CHOLWICH NATTEE, MASAYUKI NUMAO, TAKASHI OKADA, BOONSERM KIJSIRIKUL, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Inductive Logic Programming (ILP) has been widely used in Knowledge Discovery in Databases (KDD). The ordinary ILP systems work in two-class domains, not in multi-class domains. We have proposed the method which is be able to help ILP in multi-class domains by using the partial rules extracted from the ILP's rules combined with weighting algorithm. To classify unseen examples. In this paper, we improve the weighting algorithm by using single layer perceptron. The learned weights from the perceptrons and the partial rules are then combined to represent the knowledge extracted from the domains. The accuracy of the proposed method on classification of a real-world data set, dopamine antagonist molecules, shows that our approach can remarkably improve the previous weighting algorithm and the original ILP's rules. |
| Keyword(in Japanese) | (See Japanese page) |
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| Paper # | AI2004-57 |
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| Committee | AI |
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| Conference Date | 2004/11/30(1days) |
| Place (in Japanese) | (See Japanese page) |
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| Topics (in Japanese) | (See Japanese page) |
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| Registration To | Artificial Intelligence and Knowledge-Based Processing (AI) |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Partial Rule Weighting Using Single-Layer Perceptron(Artificial Intelligence III)(Joint Workshop of Vietnamese Society of AI, SIGKBS-JSAI, ICS-IPSJ, and IEICE-SIGAI on Active Mining) |
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| 1st Author's Name | SUKREE SINTHUPINYO |
| 1st Author's Affiliation | The Institute of Scientific and Industrial Research, Osaka University() |
| 2nd Author's Name | CHOLWICH NATTEE |
| 2nd Author's Affiliation | The Institute of Scientific and Industrial Research, Osaka University |
| 3rd Author's Name | MASAYUKI NUMAO |
| 3rd Author's Affiliation | The Institute of Scientific and Industrial Research, Osaka University |
| 4th Author's Name | TAKASHI OKADA |
| 4th Author's Affiliation | School of Science and Technology, Kwansei Gakuin University / |
| 5th Author's Name | BOONSERM KIJSIRIKUL |
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| Date | 2004/11/30 |
| Paper # | AI2004-57 |
| Volume (vol) | vol.104 |
| Number (no) | 488 |
| Page | pp.pp.- |
| #Pages | 6 |
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