Mining Hepatitis Data with Temporal Abstraction (特集 「アクティブマイニング」及び一般)
スポンサーリンク
概要
- 論文の詳細を見る
The hepatitis temporal database collected at Chiba university hospital during 1982-2001 was recently given to challenge the KDD research. The database is large where each patient corresponds to 983 tests represented as sequences of irregular time-stamp points with different lengths. This paper presents a temporal abstraction approach to mining knowledge from this hepatitis database. Exploiting hepatitis background knowledge and data analysis, we introduce new notions and methods for abstracting short-term changed and long-term changed tests. The abstracted data allow us to apply different machine learning methods for finding knowledge that was evaluated with statistical significance and by medical doctors.
- 一般社団法人情報処理学会の論文
- 2003-09-14
著者
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Nguyen Dung
Japan Advanced Institute Of Science And Technology
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Nguyen Trong
Japan Advanced Institute Of Science And Technology
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Takabayashi K
Chiba University Hospital
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Nguyen T
Japan Advanced Institute Of Science And Technology
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Nguyen D
Japan Advanced Institute Of Science And Technology
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HO Tu
Japan Advanced Institute of Science and Technology
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KAWASAKI Saori
Japan Advanced Institute of Science and Technology
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LE Si
Japan Advanced Institute of Science and Technology
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TAKABAYASHI Katsuhiko
Chiba University Hospital
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YOKOI Hideto
Chiba University Hospital
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)
- Study of Hepatitis Data Using Visual Data Mining System D2MS (知能と複雑系 研究報告)
- Mining Hepatitis Data with Temporal Abstraction (小特集 「アクティブマイニング」および一般)
- Integration of Learning Methods, Medical Literature and Expert Inspection in Medical Data Mining
- 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)
- Mining Hepatitis Data with Temporal Abstraction (文部科学省科学研究費特定領域研究「情報洪水時代におけるアクティブマイニングの実現」公開シンポジウム)
- (「アクティブマイニング」及び一般 : 文部科学省科学研究費特定領域研究「情報洪水時代におけるアクティブマイニングの実現」公開シンポジウム)
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