Spiral discovery of a separate prediction model from chronic hepatitis data

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

doi:10.1007/978-3-540-71009-7_44

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 proceeding › Conference 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 language	English
Title of host publication	New Frontiers in Artificial Intelligence - JSAI 2003 and JSAI 2004 Conferences and Workshops, Revised Selected Papers
Publisher	Springer Verlag
Pages	464-473
Number of pages	10
ISBN (Print)	3540710086, 9783540710080
DOIs	https://doi.org/10.1007/978-3-540-71009-7_44
Publication status	Published - 2007
Externally published	Yes
Event	17th and 18th Annual Conferences of the Japanese Society for Artificial Intelligence, (JSAI 2003 and JSAI 2004) - Niigata, Japan Duration: Jun 23 2003 → Jun 27 2003

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	3609 LNAI
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Other

Other	17th and 18th Annual Conferences of the Japanese Society for Artificial Intelligence, (JSAI 2003 and JSAI 2004)
Country	Japan
City	Niigata
Period	6/23/03 → 6/27/03

All Science Journal Classification (ASJC) codes

Theoretical Computer Science
Computer Science(all)

Access to Document

10.1007/978-3-540-71009-7_44

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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). Springer Verlag. https://doi.org/10.1007/978-3-540-71009-7_44

Spiral discovery of a separate prediction model from chronic hepatitis data. / Jumi, Masatoshi; Suzuki, Einoshin; Ohshima, Muneaki; Zhong, Ning; Yokoi, Hideto; Takabayashi, Katsuhiko.

New Frontiers in Artificial Intelligence - JSAI 2003 and JSAI 2004 Conferences and Workshops, Revised Selected Papers. Springer Verlag, 2007. p. 464-473 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 3609 LNAI).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 3609 LNAI, Springer Verlag, pp. 464-473, 17th and 18th Annual Conferences of the Japanese Society for Artificial Intelligence, (JSAI 2003 and JSAI 2004), Niigata, Japan, 6/23/03. https://doi.org/10.1007/978-3-540-71009-7_44

Jumi M, Suzuki E, Ohshima M, Zhong N, Yokoi H, Takabayashi K. 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. Springer Verlag. 2007. p. 464-473. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). https://doi.org/10.1007/978-3-540-71009-7_44

Jumi, Masatoshi ; Suzuki, Einoshin ; Ohshima, Muneaki ; Zhong, Ning ; Yokoi, Hideto ; Takabayashi, Katsuhiko. / Spiral discovery of a separate prediction model from chronic hepatitis data. New Frontiers in Artificial Intelligence - JSAI 2003 and JSAI 2004 Conferences and Workshops, Revised Selected Papers. Springer Verlag, 2007. pp. 464-473 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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