| Presentation | 2010-06-25 Refining Noisy Training Examples Based on Ensemble Learning for Intelligent Domain-Specific WEB Search Hiroki HIRABAYASHI, Koji IWANUMA, Yoshitaka YAMAMOTO, Hidetomo NABESHIMA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The Keyword Spices, proposed Oyama et al., is a sort of a query-expansion technology, which adds pre-computed additional words to a given query in order to perform an effective domain-specific WEB search. The Keyword Spice technology can achieve a significant performance, but needs a great deal of high-quality training data for learning a decision tree, from which adequate additional words to a query are generated. In this paper, we study an ensemble learning method, especially so-called a bagging, for decision trees used to refine noisy training data for synthesizing good keyword spice words. Throughout experimental evaluations, we show that a bagging method has a high possibility for stabilizing the effects for refining noisy data. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | WEB search / keyword spice / ensemble learning / decision tree / domain-specific search / refinement |
| Paper # | AI2010-5 |
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| Conference Information | |
| Committee | AI |
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| Conference Date | 2010/6/18(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Artificial Intelligence and Knowledge-Based Processing (AI) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Refining Noisy Training Examples Based on Ensemble Learning for Intelligent Domain-Specific WEB Search |
| Sub Title (in English) | |
| Keyword(1) | WEB search |
| Keyword(2) | keyword spice |
| Keyword(3) | ensemble learning |
| Keyword(4) | decision tree |
| Keyword(5) | domain-specific search |
| Keyword(6) | refinement |
| 1st Author's Name | Hiroki HIRABAYASHI |
| 1st Author's Affiliation | Yamanashi University() |
| 2nd Author's Name | Koji IWANUMA |
| 2nd Author's Affiliation | Yamanashi University |
| 3rd Author's Name | Yoshitaka YAMAMOTO |
| 3rd Author's Affiliation | Yamanashi University |
| 4th Author's Name | Hidetomo NABESHIMA |
| 4th Author's Affiliation | Yamanashi University |
| Date | 2010-06-25 |
| Paper # | AI2010-5 |
| Volume (vol) | vol.110 |
| Number (no) | 105 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |