| Presentation | 2016-09-16 A study on the Multiple Label Propagation Algorithm Considering Properties of the LOD Toshitaka Maki, Kazuki Takahashi, Toshihiko Wakahara, Akihiro Yamaguchi, Akihisa Kodate, Toru Kobayashi, Sonehara Noboru, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The label propagation is a semi-supervised learning method to grant to classification labels to the nodes under the assumption of belonging to the same class. The authors noted that there is a problem in the definition of the link relationships and properties of the LOD in the CityData site. We proposed a multiple label propagation algorithm which extends the label propagation in order to solve the problem. The proposed algorithm can realize the extension of the LOD based on the teacher's data. In the present study, the multiple label propagation algorithm has been taken into account the properties of the LOD in order to realize the effective expansion of links and nodes. In addition, this multiple label propagation algorithm is applied to the link prediction of LOD and the link distance has been approached by the updated link. Results of evaluation experiments using I-Scover data show that the label correct answer rate in the case of using a multiple propagation algorithm is improved and the validity of the proposed algorithm has been confirmed. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Linked Open Data / Multiple Label Propagation Algorithm / Graph Prediction / Property / I-Scover |
| Paper # | LOIS2016-24,IE2016-61,EMM2016-50 |
| Date of Issue | 2016-09-08 (LOIS, IE, EMM) |
| Conference Information | |
| Committee | ITE-ME / IE / EMM / LOIS / IEE-CMN |
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| Conference Date | 2016/9/15(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Aichi Prefectural University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Miki Haseyama(Hokkaido Univ.) / Seishi Takamura(NTT) / Akinori Ito(Tohoku Univ.) / Hiroyuki Nishi(Sojo Univ.) / Yoshimi Fukumura(Nagaoka Univ. of Tech.) |
| Vice Chair | Norio Tagawa(Tokyo Metropolitan Univ.) / Takayuki Hamamoto(Tokyo Univ. of Science) / Atsuro Ichigaya(NHK) / Masaki Kawamura(Yamaguchi Univ.) / Hirohisa Hioki(Kyoto Univ.) / Tomohiro Yamada(NTT) |
| Secretary | Norio Tagawa(NEC) / Takayuki Hamamoto(NTT) / Atsuro Ichigaya(Chiba Inst. of Tech.) / Masaki Kawamura(Nagasaki Univ.) / Hirohisa Hioki(Osaka Pref. Univ.) / Tomohiro Yamada(NTT) / (Nagasaki Univ.) |
| Assistant | / Kei Kawamura(KDDI R&D Labs.) / Keita Takahashi(Nagoya Univ.) / Rui Shogenji(Shizuoka Univ.) / Masaaki Fujiyoshi(Tokyo Metropolitan Univ.) / Yukihiro Nakamura(NTT) / Keisuke Utsu(Tokai Univ.) / Takeshi YAGI(NTT) |
| Paper Information | |
| Registration To | Technical Group on Media Engineering / Technical Committee on Image Engineering / Technical Committee on Enriched MultiMedia / Technical Committee on Life Intelligence and Office Information Systems / Technical Group on Communications |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A study on the Multiple Label Propagation Algorithm Considering Properties of the LOD |
| Sub Title (in English) | |
| Keyword(1) | Linked Open Data |
| Keyword(2) | Multiple Label Propagation Algorithm |
| Keyword(3) | Graph Prediction |
| Keyword(4) | Property |
| Keyword(5) | I-Scover |
| 1st Author's Name | Toshitaka Maki |
| 1st Author's Affiliation | Fukuoka Institute of Technology(FIT) |
| 2nd Author's Name | Kazuki Takahashi |
| 2nd Author's Affiliation | Fukuoka Institute of Technology(FIT) |
| 3rd Author's Name | Toshihiko Wakahara |
| 3rd Author's Affiliation | Fukuoka Institute of Technology(FIT) |
| 4th Author's Name | Akihiro Yamaguchi |
| 4th Author's Affiliation | Fukuoka Institute of Technology(FIT) |
| 5th Author's Name | Akihisa Kodate |
| 5th Author's Affiliation | Tsuda College(Tsuda) |
| 6th Author's Name | Toru Kobayashi |
| 6th Author's Affiliation | Nagasaki University(Nagasaki Univ) |
| 7th Author's Name | Sonehara Noboru |
| 7th Author's Affiliation | National Institute of Informatics(NII) |
| Date | 2016-09-16 |
| Paper # | LOIS2016-24,IE2016-61,EMM2016-50 |
| Volume (vol) | vol.116 |
| Number (no) | LOIS-220,IE-221,EMM-222 |
| Page | pp.pp.49-54(LOIS), pp.49-54(IE), pp.49-54(EMM), |
| #Pages | 6 |
| Date of Issue | 2016-09-08 (LOIS, IE, EMM) |