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,
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)
Keyword(in English)
Paper # AI2004-57
Date of Issue

Conference Information
Committee AI
Conference Date 2004/11/30(1days)
Place (in Japanese) (See Japanese page)
Place (in English)
Topics (in Japanese) (See Japanese page)
Topics (in English)
Chair
Vice Chair
Secretary
Assistant

Paper Information
Registration To Artificial Intelligence and Knowledge-Based Processing (AI)
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)
Sub Title (in English)
Keyword(1)
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
5th Author's Affiliation
Date 2004/11/30
Paper # AI2004-57
Volume (vol) vol.104
Number (no) 488
Page pp.pp.-
#Pages 6
Date of Issue