Evaluating a rule evaluation support method with learning models based on objective rule evaluation indices - A case study with a meningitis data mining result -

Hidenao Abe, Miho Ohsaki, Shusaku Tsumoto, Takahira Yamaguchi

研究成果: Conference contribution

5 引用 (Scopus)

抜粋

In this paper, we present 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 issues to make a data mining process successfully. However, it is difficult for human experts to evaluate many thousands of rules from a large dataset with noises completely. To reduce the costs of rule evaluation procedures, we have developed the rule evaluation support method with rule evaluation models, which are obtained with objective indices of mined classification rules and evaluations of a human expert for each rule. To evaluate performances of learning algorithms for constructing rule evaluation models, we have done a case study on the meningitis data mining as an actual problem. Then we discuss the availability of our rule evaluation support method.

元の言語English
ホスト出版物のタイトルProceedings - HIS 2005
ホスト出版物のサブタイトルFifth International Conference on Hybrid Intelligent Systems
ページ169-174
ページ数6
DOI
出版物ステータスPublished - 2005 12 1
イベントHIS 2005: Fifth International Conference on Hybrid Intelligent Systems - Rio de Janiero, Brazil
継続期間: 2005 11 62005 11 9

出版物シリーズ

名前Proceedings - HIS 2005: Fifth International Conference on Hybrid Intelligent Systems
2005

Other

OtherHIS 2005: Fifth International Conference on Hybrid Intelligent Systems
Brazil
Rio de Janiero
期間05/11/605/11/9

ASJC Scopus subject areas

  • Engineering(all)

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  • これを引用

    Abe, H., Ohsaki, M., Tsumoto, S., & Yamaguchi, T. (2005). Evaluating a rule evaluation support method with learning models based on objective rule evaluation indices - A case study with a meningitis data mining result -. : Proceedings - HIS 2005: Fifth International Conference on Hybrid Intelligent Systems (pp. 169-174). [1587744] (Proceedings - HIS 2005: Fifth International Conference on Hybrid Intelligent Systems; 巻数 2005). https://doi.org/10.1109/ICHIS.2005.37