| Presentation | 2016-03-03 Proposal and Performance Evaluation of Multiple Label Propagation Algorithm for Linked Open Data Generation Toshitaka Maki, Toshihiko Wakahara, Akihiro Yamaguchi, Yu Ichifuji, Noboru Sonehara, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, Linked Open Data (LOD) has been attracting attention in the world. It has been increasing year after year in Japan. However, there is created LOD that became independent by the individual organization. Herewith, many of the LOD is not existed enough links. In addition, there is LOD using own schema like “title”, “review”. For this reason, the accessibility and the usability of data is declining. In this study, we propose a new Multiple Label Propagation algorithm to bring out the attraction of the data by semi-supervised for linking LOD. This algorithm predicts the semantic label of the individual data using the assumptions of “Adjacent node belongs to the same class”. Thereby it is intended to extend the link between data. Also, it can correspond to the multi-label to considerate of the ambiguities of data. The results of evaluation experiments, we confirmed that the proposed method could get the label predicated value representing the semantic distance. In addition, we confirmed that the proposed method is much fast processing time than the conventional method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Linked Open Data / Multiple Label Propagation / Machine Learning / Graph Mining / Link Prediction |
| Paper # | LOIS2015-72 |
| Date of Issue | 2016-02-25 (LOIS) |
| Conference Information | |
| Committee | LOIS |
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| Conference Date | 2016/3/3(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Central Community Center, Miyakojima-City |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Manabu Okamoto(NTT) |
| Vice Chair | Hiroyuki Nishi(Sojo Univ.) |
| Secretary | Hiroyuki Nishi(Tsuda College) |
| Assistant | Yu Ichifuji(NII) |
| Paper Information | |
| Registration To | Technical Committee on Life Intelligence and Office Information Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Proposal and Performance Evaluation of Multiple Label Propagation Algorithm for Linked Open Data Generation |
| Sub Title (in English) | |
| Keyword(1) | Linked Open Data |
| Keyword(2) | Multiple Label Propagation |
| Keyword(3) | Machine Learning |
| Keyword(4) | Graph Mining |
| Keyword(5) | Link Prediction |
| 1st Author's Name | Toshitaka Maki |
| 1st Author's Affiliation | Fukuoka Institute of Technology(FIT) |
| 2nd Author's Name | Toshihiko Wakahara |
| 2nd Author's Affiliation | Fukuoka Institute of Technology(FIT) |
| 3rd Author's Name | Akihiro Yamaguchi |
| 3rd Author's Affiliation | Fukuoka Institute of Technology(FIT) |
| 4th Author's Name | Yu Ichifuji |
| 4th Author's Affiliation | National Institute of Informatics(NII) |
| 5th Author's Name | Noboru Sonehara |
| 5th Author's Affiliation | National Institute of Informatics(NII) |
| Date | 2016-03-03 |
| Paper # | LOIS2015-72 |
| Volume (vol) | vol.115 |
| Number (no) | LOIS-486 |
| Page | pp.pp.51-56(LOIS), |
| #Pages | 6 |
| Date of Issue | 2016-02-25 (LOIS) |