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Mining Hepatitis Data with Temporal Abstraction
https://ipsj.ixsq.nii.ac.jp/records/50403
https://ipsj.ixsq.nii.ac.jp/records/50403d95eea14-5681-4133-856e-c4aea7de9cc9
| 名前 / ファイル | ライセンス | アクション |
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IPSJ-ICS03133014.pdf (1.1 MB)
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Copyright (c) 2003 by the Information Processing Society of Japan
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| オープンアクセス | ||
| Item type | SIG Technical Reports(1) | |||||||
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| 公開日 | 2003-09-14 | |||||||
| タイトル | ||||||||
| タイトル | Mining Hepatitis Data with Temporal Abstraction | |||||||
| タイトル | ||||||||
| 言語 | en | |||||||
| タイトル | Mining Hepatitis Data with Temporal Abstraction | |||||||
| 言語 | ||||||||
| 言語 | jpn | |||||||
| 資源タイプ | ||||||||
| 資源タイプ識別子 | http://purl.org/coar/resource_type/c_18gh | |||||||
| 資源タイプ | technical report | |||||||
| 著者所属 | ||||||||
| Japan Advanced Institute of Science and Technology | ||||||||
| 著者所属 | ||||||||
| Japan Advanced Institute of Science and Technology | ||||||||
| 著者所属 | ||||||||
| Japan Advanced Institute of Science and Technology | ||||||||
| 著者所属 | ||||||||
| Japan Advanced Institute of Science and Technology | ||||||||
| 著者所属 | ||||||||
| Japan Advanced Institute of Science and Technology | ||||||||
| 著者所属 | ||||||||
| Chiba University Hospital | ||||||||
| 著者所属 | ||||||||
| Chiba University Hospital | ||||||||
| 著者所属(英) | ||||||||
| en | ||||||||
| Japan Advanced Institute of Science and Technology | ||||||||
| 著者所属(英) | ||||||||
| en | ||||||||
| Japan Advanced Institute of Science and Technology | ||||||||
| 著者所属(英) | ||||||||
| en | ||||||||
| Japan Advanced Institute of Science and Technology | ||||||||
| 著者所属(英) | ||||||||
| en | ||||||||
| Japan Advanced Institute of Science and Technology | ||||||||
| 著者所属(英) | ||||||||
| en | ||||||||
| Japan Advanced Institute of Science and Technology | ||||||||
| 著者所属(英) | ||||||||
| en | ||||||||
| Chiba University Hospital | ||||||||
| 著者所属(英) | ||||||||
| en | ||||||||
| Chiba University Hospital | ||||||||
| 著者名 |
TuBaoHO
× TuBaoHO
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| 著者名(英) |
Tu, BaoHo
× Tu, BaoHo
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| 論文抄録 | ||||||||
| 内容記述タイプ | Other | |||||||
| 内容記述 | 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-tern changed and long-term changed tests. The abstract data allow us to apply different machine learning methods for finding knowledge that was evaluated with statistical significance and by medical doctors. | |||||||
| 論文抄録(英) | ||||||||
| 内容記述タイプ | Other | |||||||
| 内容記述 | 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-tern changed and long-term changed tests. The abstract data allow us to apply different machine learning methods for finding knowledge that was evaluated with statistical significance and by medical doctors. | |||||||
| 書誌レコードID | ||||||||
| 収録物識別子タイプ | NCID | |||||||
| 収録物識別子 | AA11135936 | |||||||
| 書誌情報 |
情報処理学会研究報告知能と複雑系（ICS） 巻 2003, 号 90(2003-ICS-133), p. 65-68, 発行日 2003-09-14 |
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| Notice | ||||||||
| SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc. | ||||||||
| 出版者 | ||||||||
| 言語 | ja | |||||||
| 出版者 | 情報処理学会 | |||||||
