| Presentation | 2001/7/9 Learning to Combine Outputs of Multiple Japanese Named Entity Extractors Takehito Utsuro, Manabu Sassano, Kiyotaka Uchimoto, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we propose a methodfor learning a classifier which combines outputs of more than one Japanese named entity extractors. Individual models to be combined are based on maximum entropy models, one of which always considers surrounding contexts of a fixed length, while the other considers those of variable lengths according to the number of constituent morphemes of named entities. Experimental evaluation shows that the proposed method achieves improvement over the best known results with named entity extractors based on maximum entropy models. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Japanese named entity extraction / system combination / stacking / variable context length / maximum entropy model / decision list learning |
| Paper # | NLC2001-13 |
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| Conference Information | |
| Committee | NLC |
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| Conference Date | 2001/7/9(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| Registration To | Natural Language Understanding and Models of Communication (NLC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Learning to Combine Outputs of Multiple Japanese Named Entity Extractors |
| Sub Title (in English) | |
| Keyword(1) | Japanese named entity extraction |
| Keyword(2) | system combination |
| Keyword(3) | stacking |
| Keyword(4) | variable context length |
| Keyword(5) | maximum entropy model |
| Keyword(6) | decision list learning |
| 1st Author's Name | Takehito Utsuro |
| 1st Author's Affiliation | Department of Information and Computer Sciences, Toyohashi University of Technology() |
| 2nd Author's Name | Manabu Sassano |
| 2nd Author's Affiliation | Fujitsu Laboratories, Ltd. |
| 3rd Author's Name | Kiyotaka Uchimoto |
| 3rd Author's Affiliation | Communications Research Laboratory |
| Date | 2001/7/9 |
| Paper # | NLC2001-13 |
| Volume (vol) | vol.101 |
| Number (no) | 189 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |