Spiral discovery of a separate prediction model from chronic hepatitis data

Masatoshi Jumi, Einoshin Suzuki, Muneaki Ohshima, Ning Zhong, Hideto Yokoi, Katsuhiko Takabayashi

研究成果: 書籍/レポート タイプへの寄稿会議への寄与

1 被引用数 (Scopus)

抄録

In this paper, we summarize our endeavor for spiral discovery of a separate prediction model from chronic hepatitis data. We have initially proposed various learning/discovery methods including time-series decision tree, PrototypeLines, and peculiarity-oriented mining method for mining the data. This experience has motivated us to model physicians as considering typical cases with the specific disease and ruling out clearly exceptional cases. We have developed a spiral discovery system which learns a prediction model for each type of cases, and obtained promising results from experiments.

本文言語英語
ホスト出版物のタイトルNew Frontiers in Artificial Intelligence - JSAI 2003 and JSAI 2004 Conferences and Workshops, Revised Selected Papers
出版社Springer Verlag
ページ464-473
ページ数10
ISBN(印刷版)3540710086, 9783540710080
DOI
出版ステータス出版済み - 2007
外部発表はい
イベント17th and 18th Annual Conferences of the Japanese Society for Artificial Intelligence, (JSAI 2003 and JSAI 2004) - Niigata, 日本
継続期間: 6月 23 20036月 27 2003

出版物シリーズ

名前Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
3609 LNAI
ISSN(印刷版)0302-9743
ISSN(電子版)1611-3349

その他

その他17th and 18th Annual Conferences of the Japanese Society for Artificial Intelligence, (JSAI 2003 and JSAI 2004)
国/地域日本
CityNiigata
Period6/23/036/27/03

!!!All Science Journal Classification (ASJC) codes

  • 理論的コンピュータサイエンス
  • コンピュータ サイエンス(全般)

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