| Presentation | 2008-03-13 Modeling and Verifying a Hypothesis on Human Detection of Concept Drift Shohei SHIMADA, Kyosuke NISHIDA, Satoru ISHIKAWA, Koichiro YAMAUCHI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The ability to adapt to various types of changes is essential for the online classifier in order to deal with real-world problems. In the case where sudden and significant changes arise, we need to detect and respond to them quickly. So we focused on human that is able to respond to various types of changes and we proposed a model of change detection based on human confidence in their classification. Experimental results demonstrated that the proposed model was able to respond to sudden and significant changes more quickly and accurately than the conventional detection method that used a time window. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | concept drift / change detection / confidence / Leaky Integrate-and-Fire model / online learning |
| Paper # | NC2007-158 |
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| Committee | NC |
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| Conference Date | 2008/3/5(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Modeling and Verifying a Hypothesis on Human Detection of Concept Drift |
| Sub Title (in English) | |
| Keyword(1) | concept drift |
| Keyword(2) | change detection |
| Keyword(3) | confidence |
| Keyword(4) | Leaky Integrate-and-Fire model |
| Keyword(5) | online learning |
| 1st Author's Name | Shohei SHIMADA |
| 1st Author's Affiliation | Division of Synergetic Information Science, Graduate School of Information Science and Technology, Hokkaido University() |
| 2nd Author's Name | Kyosuke NISHIDA |
| 2nd Author's Affiliation | Division of Synergetic Information Science, Graduate School of Information Science and Technology, Hokkaido University |
| 3rd Author's Name | Satoru ISHIKAWA |
| 3rd Author's Affiliation | Department of Psychology and Applied Communication, School of Humanities, Hokusei Gakuen University |
| 4th Author's Name | Koichiro YAMAUCHI |
| 4th Author's Affiliation | Division of Synergetic Information Science, Graduate School of Information Science and Technology, Hokkaido University |
| Date | 2008-03-13 |
| Paper # | NC2007-158 |
| Volume (vol) | vol.107 |
| Number (no) | 542 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |