Presentation 2004/11/28
Development and Evaluation of an Integrated Time-Series KDD Environment : A Case Study of Medical KDD on Hepatitis(Medical Data Mining)(Joint Workshop of Vietnamese Society of AI, SIGKBS-JSAI, ICS-IPSJ, and IEICE-SIGAI on Active Mining)
MIHO OHSAKI, HIDENAO ABE, SHINYA KITAGUCHI, SHUNJI KUME, HIDETO YOKOI, TAKAHIRA YAMAGUCHI,
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Abstract(in English) We have been conducting case studies for clinical dataset on hepatitis, a common chronic disease, to realize a comprehensive KDD environment for medical time series data. We here propose a new pattern extraction algorithm and embed the algorithm in our latest mining system. This paper reports the rules generated by the mining system and their evaluation results by a medical expert. It also reports the KDD methodology obtained through the case studies and how to extend the mining system to a comprehensive KDD environment.
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Paper # AI2004-41
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Committee AI
Conference Date 2004/11/28(1days)
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Registration To Artificial Intelligence and Knowledge-Based Processing (AI)
Language ENG
Title (in Japanese) (See Japanese page)
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Title (in English) Development and Evaluation of an Integrated Time-Series KDD Environment : A Case Study of Medical KDD on Hepatitis(Medical Data Mining)(Joint Workshop of Vietnamese Society of AI, SIGKBS-JSAI, ICS-IPSJ, and IEICE-SIGAI on Active Mining)
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1st Author's Name MIHO OHSAKI
1st Author's Affiliation Doshisha University()
2nd Author's Name HIDENAO ABE
2nd Author's Affiliation Shimane University
3rd Author's Name SHINYA KITAGUCHI
3rd Author's Affiliation Shizuoka University
4th Author's Name SHUNJI KUME
4th Author's Affiliation Shizuoka University
5th Author's Name HIDETO YOKOI
5th Author's Affiliation Chiba University Hospital
6th Author's Name TAKAHIRA YAMAGUCHI
6th Author's Affiliation Keio University
Date 2004/11/28
Paper # AI2004-41
Volume (vol) vol.104
Number (no) 486
Page pp.pp.-
#Pages 6
Date of Issue