Advanced computation methods for analyzing scientific data
Project/Area Number |
19300045
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Research Category |
Grant-in-Aid for Scientific Research (B)
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Allocation Type | Single-year Grants |
Section | 一般 |
Research Field |
Intelligent informatics
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Research Institution | Japan Advanced Institute of Science and Technology |
Principal Investigator |
HO Tu・Bao Japan Advanced Institute of Science and Technology, 知識科学研究科, 教授 (60301199)
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Co-Investigator(Kenkyū-buntansha) |
TAKABAYASHI Katsuhiko 千葉大学, 医学部附属病院, 教授 (90188079)
KAWASAKI Saori 北陸先端科学技術大学院大学, 知識科学研究科, 助教 (40377437)
DAM Hieu Chi 北陸先端科学技術大学院大学, 知識科学研究科, 講師 (70397230)
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Project Period (FY) |
2007 – 2009
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Project Status |
Completed (Fiscal Year 2009)
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Budget Amount *help |
¥18,070,000 (Direct Cost: ¥13,900,000、Indirect Cost: ¥4,170,000)
Fiscal Year 2009: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2008: ¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2007: ¥8,580,000 (Direct Cost: ¥6,600,000、Indirect Cost: ¥1,980,000)
|
Keywords | データマイニング / 構造化データ / 知識発見 / 科学データ |
Research Abstract |
The project objective is twofold. First to establish basic technologies and to develop efficient and effective machine learning/data mining methods for hard problems caused by complexly structured data, in particularly methods in the two directions : (1) kernel methods ; (2) semi-supervised learning for structured prediction. Second is to apply the developed methods for new discovery in medical bioinformatics and materials science. As the result of the project, different methods have been developed and applied to solve problems in biomedicine and materials science.
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Report
(4 results)
Research Products
(116 results)
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[Journal Article] Substrate-mediated interactions of Pt atoms adsorbed on single-wall carbon nanotubes : Density functional calculations2009
Author(s)
Dam H.C., Nguyen T.C., Sugiyama, A., Ozaki, T., Fujiwara, A., Mitani, T., Okada, S.
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Journal Title
Physical Review B 79(11)
Pages: 115426-115426
Related Report
Peer Reviewed
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[Journal Article] Substrate-mediated interactions of Pt atoms adsorbed on single-wall carbon nanotubes : Density functional calculations2009
Author(s)
Dam H.C., Nguyen T.C., Sugiyama, A., Ozaki, T., Fujiwara, A., Mitani, T., Okada, S.
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Journal Title
Physical Review B
Volume: 79
Pages: 115426-115426
Related Report
Peer Reviewed
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[Journal Article] Substrate-mediated interactions of Pt atoms adsorbed on single-wall carbon nanotubes : Density functional calculations2009
Author(s)
Dam, H. C., Nguyen, T. C., Sugiyama, A., Ozaki, T., Fujiwara, A., Mitani, T., Okada, S.
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Journal Title
Physical Review B (PRB) 79
Pages: 115426-115426
Related Report
Peer Reviewed
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[Journal Article] Exploiting Temporal Relations in Mining Hepatitis Data2007
Author(s)
Ho, T.B., Nguyen, C.H., Kawasaki, S., Le,S.Q., Takabayashi, K.
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Journal Title
Journal of New Generation Computing (Ohmsha, Ltd.and Springer-Verlag) Vol.25, No.3
Pages: 247-262
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Peer Reviewed
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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
International Conference on Knowledge, Information and Creativity Support Systems (Best paper award).
Place of Presentation
Chiangmai, Thailand
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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 (100-113)
Place of Presentation
Bled, Slovenia
Related Report
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[Presentation] An Empirical Study of Vietnamese Noun Phrase Chunking with Discriminative Sequence Models2009
Author(s)
Nguyen, L.M., Nguyen, H.T., Nguyen, P.T., Ho, T.B., Shimazu, A.
Organizer
7th Workshop on Asian Language Resources at 47th Annual Meeting of the Association for Computational Linguistics, ACL-IJCNLP (9-16)
Place of Presentation
Singapore, Singapore
Related Report
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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
Place of Presentation
Bled, Slovenia
Related Report
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[Presentation] An Empirical Study of Vietnamese Noun Phrase Chunking with Discriminative Sequence Models2009
Author(s)
Nguyen, L.M., Nguyen, H.T, Nguyen, P.T., Ho, T.B., Shimazu, A.
Organizer
7th Workshop on Asian Language Resources at 47th Annual Meeting of the Association for Computational Linguistics, ACL-IJCNLP 2009
Place of Presentation
Singapore
Related Report
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[Presentation] A Tree-to-String Phrase-based Model for Statistical Machine Translation2008
Author(s)
Nguyen, P.T., Shimazu, A., Ho, T.B., Nguyen, L.M., Nguyen, V.V.
Organizer
Twelfth Conference on Computational Natural Language Learning (143-150)
Place of Presentation
Manchester, U.K.
Related Report
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[Presentation] Simple but effective methods of combining kernels for the prediction problem in biology2008
Author(s)
Tanabe, H., Ho, T.B., Nguyen, C.H., Kawasaki, S.
Organizer
IEEE RIVF International Conference on Computing and Communication Technologies (RIVF 08,IEEE Press, 71-78)
Place of Presentation
Ho Chi Minh City,Vietnam
Related Report
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[Presentation] Simple but effective methods of combining kernels for the prediction problem in biology2008
Author(s)
Tanabe, H., Ho, T. B., Nguyen, C. H., Kawasaki, S.
Organizer
IEEE International Conference on Research, Innovation, and Vision for the Future in Computing and Communication Technologies, (RIVF'08)
Place of Presentation
Ho Chi Minh City, Vietnam
Related Report
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[Presentation] A Tree-to-String Phrase-based Model for Statistical Machine Translation2008
Author(s)
Nguyen, P. T., Shimazu, A., Ho, T. B., Nguyen, L. M., Nguyen, V. V.
Organizer
Twelfth Conference on Computational Natural Language Learning (CNLL'08)
Place of Presentation
Manchester, UK
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[Presentation] Temporal Abstraction and Data Mining with Visualization of Laboratory Data2007
Author(s)
Takabayashi, K., Ho, T.B., Yokoi, H., Nguyen, T.D., Kawasaki, S., Le, S.Q., Suzuki, T., Yokosuka, O.
Organizer
Medinfo 2007 Congress (IOI Press, 1304-1308)
Place of Presentation
Brisbane, Australia
Related Report
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[Presentation] Temporal Abstraction and Data Mining with Visualization of Laboratory Data2007
Author(s)
Takabayashi, T., Ho, T.B., Yokoi, H., Nguyen, T.D., Kawasaki, S., Le, S.Q., Suzuki, T., Yokosuka, O.
Organizer
Medinfo 2007 Congress
Place of Presentation
オーストラリアBrisbane
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[Book] Rational, Robust, and Secure Negotiations in Multi-Agent Systems中 "Asynchronous Constraint-Based Approach : New Solution for any Constraint Problem" (Hassine, B. A., Ho, T. B. 分担執筆, pp. 169-184)2008
Author(s)
Ito, T., Hattori, H., Zhang, M., Matsuo, T. 編
Publisher
Springer
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