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このアイテムの引用には次の識別子を使用してください:
http://hdl.handle.net/10119/7848
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| タイトル: | Integration of Learning Methods, Medical Literature and Expert Inspection in Medical Data Mining |
| 著者: | HO, Tu Bao
KAWASAKI, Saori
TAKABAYASHI, Katsuhiko
NGUYEN, Canh Hao |
| キーワード: | temporal patterns
temporal relations
visualization
expert inspection
integration
hepatitis study |
| 発行日: | 2007-10-01 |
| 出版者: | 電子情報通信学会 |
| 誌名: | IEICE TRANSACTIONS on Information and Systems |
| 巻: | E90-D |
| 号: | 10 |
| 開始ページ: | 1574 |
| 終了ページ: | 1581 |
| DOI: | 10.1093/ietisy/e90-d.10.1574 |
| 抄録: | From lessons learned in medical data mining projects we show that integration of advanced computation techniques and human inspection is indispensable in medical data mining. We proposed an integrated approach that merges data mining and text mining methods plus visualization support for expert evaluation. We also appropriately developed temporal abstraction and text mining methods to exploit the collected data. Furthermore, our visual discovery system D2MS allowed to actively and effectively working with physicians. Significant findings in hepatitis study were obtained by the integrated approach. |
| Rights: | Copyright (C)2007 IEICE. Ho, T.B., Kawasaki, S., Takabayashi, K., Nguyen, C.H., IEICE TRANSACTIONS on Information and Systems, E90-D(10), 2007, 1574-1581. http://www.ieice.org/jpn/trans_online/ |
| URI: | http://hdl.handle.net/10119/7848 |
| 資料タイプ: | publisher |
| 出現コレクション: | a10-1. 雑誌掲載論文 (Journal Articles)
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このアイテムのファイル:
| ファイル |
記述 |
サイズ | 形式 |
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| A10115.pdf | | 990Kb | Adobe PDF | 見る/開く |
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