2011 Fiscal Year Final Research Report
Development and Evaluation of Mathematical Models for Service-Oriented Data Mining
| Project/Area Number |
21510139
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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 |
Social systems engineering/Safety system
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| Research Institution | University of Tsukuba |
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Principal Investigator |
KODA Masato 筑波大学, システム情報系, 教授 (20114473)
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| Co-Investigator(Kenkyū-buntansha) |
SUZUKI Hideo 慶應義塾大学, 理工学部, 教授 (10282328)
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| Project Period (FY) |
2009 – 2011
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| Keywords | データマイニング / グローバル感度解析 / メタモデル / サービス科学 |
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| Research Abstract |
This study addressed technical issues involved in the development of service-oriented data mining to create service innovations. The levels of data mining possible in such service-oriented framework are identified, and core technologies are unified in a single knowledge-rich architecture. In particular, mathematical models for the service-oriented data mining are developed, which include the extension of high dimensional model representation (HDMR) and an inductive methodology for global sensitivity analysis of meta-models.
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