Spiral discovery of a separate prediction model from chronic hepatitis data

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

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

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.

Original languageEnglish
Title of host publicationNew Frontiers in Artificial Intelligence - JSAI 2003 and JSAI 2004 Conferences and Workshops, Revised Selected Papers
Pages464-473
Number of pages10
Publication statusPublished - Nov 27 2007
Externally publishedYes
Event17th and 18th Annual Conferences of the Japanese Society for Artificial Intelligence, (JSAI 2003 and JSAI 2004) - Niigata, Japan
Duration: Jun 23 2003Jun 27 2003

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume3609 LNAI
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Other

Other17th and 18th Annual Conferences of the Japanese Society for Artificial Intelligence, (JSAI 2003 and JSAI 2004)
CountryJapan
CityNiigata
Period6/23/036/27/03

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • Computer Science(all)

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  • Cite this

    Jumi, M., Suzuki, E., Ohshima, M., Zhong, N., Yokoi, H., & Takabayashi, K. (2007). Spiral discovery of a separate prediction model from chronic hepatitis data. In New Frontiers in Artificial Intelligence - JSAI 2003 and JSAI 2004 Conferences and Workshops, Revised Selected Papers (pp. 464-473). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 3609 LNAI).