2011 Fiscal Year Final Research Report
Finding Medical Knowledge from Clinical Data based on Interpretations
| Project/Area Number |
21500135
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| Research Category |
Grant-in-Aid for Scientific Research (C)
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| Allocation Type | Single-year Grants |
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| Section | 一般 |
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| Research Field |
Intelligent informatics
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| Research Institution | Japan Advanced Institute of Science and Technology |
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Principal Investigator |
KAWASAKI Saori 北陸先端科学技術大学院大学, 先端領域社会人教育院, 特任准教授 (40377437)
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| Co-Investigator(Kenkyū-buntansha) |
TU Bao Ho 北陸先端科学技術大学院大学, 知識科学研究科, 教授 (60301199)
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| Co-Investigator(Renkei-kenkyūsha) |
TAKABAYASHI Katsuhiko 千葉大学, 医学部附属病院, 教授 (90188079)
KANDA Tatsuo 千葉大学, 医学研究院, 特任講師 (20345002)
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| Project Period (FY) |
2009 – 2011
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| Keywords | データマイニング / 医療データ / 専門知識 / 後処理 / 解釈モデル |
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| Research Abstract |
The focus of this research is to obtain more interesting mining results for the medical experts, so that not only the data mining from the target clinical data itself but also the combining the background knowledge extraction from medical litarature and experts’interpretations have been pursued in finding the relationships among blood tests and the treatment effects. dditionally, in accordance with the high attention to sequence analysis in biomedicine, semi-supervised learning methods specially for the virus subgenotypes and the interferon/ribavirin treatments were developed to show the potentials of computational approaches.
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Research Products
(19 results)
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[Journal Article] A Semi-Supervised Learning Method for Discriminative Motif Finding and Its Application, Journal of Universal Computer Science2012
Author(s)
Le, N., Ho, T.B., Kanda, T., Kawasaki,S., Takabayashi, K., Wu, S., Yokosaka,O.
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Journal Title
peer reveiwed
Volume: Vol.19-No.4
Pages: 563-580
Peer Reviewed
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[Presentation] From Clinical to Genomics Data in Hepatitis Study2012
Author(s)
Ho, T.B., Takabayashi, T., Kanda, T.,Kawasaki, S., Le, T.N., Bui, N.T., Than,Q.K.
Organizer
The First Asian Conference on Information Systems
Place of Presentation
Siem Reap/Cambodia
Year and Date
20121206-8
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[Presentation] Finding HCV NS5A Discriminative Motifs for Assessment of IFN/Ribavarin Therapy Effect, Workshop Data Mining in Genomics and Proteomics2011
Author(s)
Ho, T.B., Kawasaki, S., Le, N.T., Kanda,T., Le, T.N., Takabayashi, K., Yokosuka,O.
Organizer
International Conference ECML/PKDD(pp.32-42)
Place of Presentation
Athens/Greece
Year and Date
20110905-9
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[Presentation] Discovering Relationship between Hepatitis C Virus NS5A Protein and Interferon/Ribavirin Therapy2010
Author(s)
Kawasaki, S., Ho, T.B., Kanda, T.,Yokosuka, O., Takabayashi, K., Le, T.N.
Organizer
Fifth International Conference on Knowledge,Information and Creativity Support Systems KICSS'10
Place of Presentation
ChiangMai/Thailand
Year and Date
20101125-27
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[Presentation] Towards service-oriented knowledge discovery in biomedicine research2009
Author(s)
Ho, T.B., Takabayashi, K., Pham, T.H. ,Nguyen, T.P., Kawasaki, S., Tran, D.H.
Organizer
International Workshop on Third Generation Data Mining, ECML/PKDD 2009(pp.100-113)
Place of Presentation
Bled/Slovenia
Year and Date
2009-07-11
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