| Presentation | 2011-11-21 Machine Learning Approach to Semantic Integration of Transitive Data for Knowledge Utilization Daisuke MORITA, Kyoji IIDUKA, Takahiko MURAYAMA, Jun-ichi AKAHANI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | There is a growing need for utilizing accumulated organizational data as knowledge. However, identity or inheritance of organizational data tends not to be controlled despite frequent changes of attribute values such as names or IDs by the changes of terms, hi this research, we propose the method to determine whether an entity is the same as another entity whose attribute values are altered by changing times. We opt for the approach to such data integration by applying the model derived from supervised learning using surrounding information and its semantics. We show experimentally that our approach is superior to existing data integration methods toward the problem of determining the sameness of transitive data. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Semantic Web / Machine Learning / RDF / Semantic Data Integration |
| Paper # | AI2011-20 |
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| Conference Information | |
| Committee | AI |
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| Conference Date | 2011/11/14(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) | Machine Learning Approach to Semantic Integration of Transitive Data for Knowledge Utilization |
| Sub Title (in English) | |
| Keyword(1) | Semantic Web |
| Keyword(2) | Machine Learning |
| Keyword(3) | RDF |
| Keyword(4) | Semantic Data Integration |
| 1st Author's Name | Daisuke MORITA |
| 1st Author's Affiliation | NTT Information Sharing Platform Laboratories, NTT Corporation() |
| 2nd Author's Name | Kyoji IIDUKA |
| 2nd Author's Affiliation | NTT Information Sharing Platform Laboratories, NTT Corporation |
| 3rd Author's Name | Takahiko MURAYAMA |
| 3rd Author's Affiliation | NTT Information Sharing Platform Laboratories, NTT Corporation |
| 4th Author's Name | Jun-ichi AKAHANI |
| 4th Author's Affiliation | NTT Information Sharing Platform Laboratories, NTT Corporation |
| Date | 2011-11-21 |
| Paper # | AI2011-20 |
| Volume (vol) | vol.111 |
| Number (no) | 310 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |