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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概要
- 論文の詳細を見る
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.
- 社団法人電子情報通信学会の論文
- 2004-11-28
著者
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YOKOI Hideto
Chiba University Hospital
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OHSAKI MIHO
Doshisha University
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ABE HIDENAO
Shimane University
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KITAGUCHI SHINYA
Shizuoka University
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KUME SHUNJI
Shizuoka University
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YAMAGUCHI TAKAHIRA
Keio University
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Yamaguchi Takahira
Keio Univ. Yokohama‐shi Jpn
関連論文
- Mining Hepatitis Data with Temporal Abstraction
- Mining Hepatitis Data with Temporal Abstraction (特集 「アクティブマイニング」及び一般)
- (「アクティブマイニング」及び一般)
- Organizational Knowledge Transfer Using Ontologies and a Rule-Based System
- Temporal Logic in Mining Hepatitis Data(Medical Active Mining)
- Temporal Logic in Mining Hepatitis Data(Medical Active Mining)(Joint Workshop of Vietnamese Society of AI, SIGKBS-JSAI, ICS-IPSJ, and IEICE-SIGAI on Active Mining)
- Disease Definition Based on Spiral Discovery of Exceptions(Medical Active Mining)
- Disease Definition Based on Spiral Discovery of Exceptions(Medical Active Mining)(Joint Workshop of Vietnamese Society of AI, SIGKBS-JSAI, ICS-IPSJ, and IEICE-SIGAI on Active Mining)
- Development and Evaluation of an Integrated Time-Series KDD Environment : A Case Study of Medical KDD on Hepatitis(Medical Data Mining)
- 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)
- Development and Evaluation of an Integrated Time-Series KDD Environment--A Case Study of Medical KDD on Hepatitis (Joint Workshop of Vietnamese Society of AI, SIGKBS-JSAI, ICS-IPSJ and IEICE-SIGAI on Active Mining) -- (Session 8: Medical Data Mining)
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