Evaluating learning costs to predict human interests with rule evaluation models based on objective indices

Hidenao Abe, Shusaku Tsumoto, Hideto Yokoi, Miho Ohsaki, Takahira Yamaguchi

研究成果: Conference contribution

抜粋

In this paper, we present an evaluation of learning costs of rule evaluation models based on objective indices for an iterative rule evaluation support method in data mining post-processing. 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 estimate learning costs for predicting human interests with objective rule evaluation indices, we have done the two case studies with actual data mining results, which include different phases of human interests. With regard to these results, we discuss about learning costs to predict real human interests with objective rule evaluation indices.

元の言語English
ホスト出版物のタイトル2007 IEEE/ICME International Conference on Complex Medical Engineering, CME 2007
ページ1927-1932
ページ数6
DOI
出版物ステータスPublished - 2007 12 1
イベント2007 IEEE/ICME International Conference on Complex Medical Engineering, CME 2007 - Beijing, China
継続期間: 2007 5 232007 5 27

出版物シリーズ

名前2007 IEEE/ICME International Conference on Complex Medical Engineering, CME 2007

Other

Other2007 IEEE/ICME International Conference on Complex Medical Engineering, CME 2007
China
Beijing
期間07/5/2307/5/27

ASJC Scopus subject areas

  • Biomedical Engineering
  • Medicine(all)

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  • これを引用

    Abe, H., Tsumoto, S., Yokoi, H., Ohsaki, M., & Yamaguchi, T. (2007). Evaluating learning costs to predict human interests with rule evaluation models based on objective indices. : 2007 IEEE/ICME International Conference on Complex Medical Engineering, CME 2007 (pp. 1927-1932). [4382084] (2007 IEEE/ICME International Conference on Complex Medical Engineering, CME 2007). https://doi.org/10.1109/ICCME.2007.4382084