2011 Fiscal Year Final Research Report
Exhaustive and systematic analyses on online learning of various models
| Project/Area Number |
21500228
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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 |
Sensitivity informatics/Soft computing
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| Research Institution | Kansai University |
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Principal Investigator |
MIYOSHI Seiji 関西大学, システム理工学部, 教授 (10270307)
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| Project Period (FY) |
2009 – 2011
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| Keywords | 情報統計力学 / 統計的学習理論 / 統計力学 / 機械学習 / オンライン学習 / 汎化能力 / 汎化誤差 |
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| Research Abstract |
We have analyzed the generalization ability of learning machines in the framework of online learning using statistical mechanical method. The exhaustive and systematic analyses have treated some models which are interesting from the viewpoint of temporal and spacious aspects and have effects on both the fundamental theory and applications.
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