研究者情報 | 神奈川大学

ヤマグチ　タカヒラ Yamaguchi Takahira 山口　高平所属神奈川大学情報学部システム数理学科神奈川大学大学院工学研究科工学専攻（情報システム創成領域）職種教授
言語種別	英語
発行・発表の年月	2006/09
形態種別	学術雑誌
査読	査読あり
標題	Evaluating learning algorithms for a rule evaluation support method
執筆形態	共著
掲載誌名	2007 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-8
掲載区分	国外
出版社・発行元	IEEE
巻・号・頁	pp.1823-+
著者・共著者	Hidenao Abe,Shusaku Tsumoto,Miho Ohsaki,Takahira Yamaguchi
概要	In this paper, we present an evaluation of learning algorithms of a novel rule evaluation support method for post processing of mined results with rule evaluation models based on objective indices. Post-processing of mined results is one of the key processes in a data mining process. However, it is difficult for human experts to completely evaluate several thousands of rules from a large dataset with noises. To reduce the costs in such rule evaluation task, we have developed the rule evaluation support method with rule evaluation models, which learn from objective indices for mined classification rules and evaluations by a human expert for each rule. To enhance adaptability of rule evaluation models, we introduced a constructive meta-learning system to choose proper learning algorithms. Then, we have done the case study on the meningitis data mining as an actual problem.
ISSN	1062-922X