| Presentation | 2014-01-23 Facial Image Clustering by Evolutionary Distance Metric Learning Taishi MEGANO, Satoshi ONO, Ken-ichi FUKUI, Kohki NINOMIYA, Masayuki NUMAO, Shigeru NAKAYAMA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In data mining and machine learning, the definition of distance between two data points substantially affects clustering and classification tasks. We previous work by the author proposed a distance metric learning method based on a clustering index with neighbor relation that simultaneously evaluates inter- and intra-clusters. This method requires the number of all pairwise constraints, whereas general distance metric learning methods requires. This study is an attempt to apply this method for facial image clustering. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | metric learning / clustering / supervised-learning / evolutionary computation / face recognition |
| Paper # | PRMU2013-101,MVE2013-42 |
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| Conference Information | |
| Committee | MVE |
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| Conference Date | 2014/1/16(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Media Experience and Virtual Environment (MVE) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Facial Image Clustering by Evolutionary Distance Metric Learning |
| Sub Title (in English) | |
| Keyword(1) | metric learning |
| Keyword(2) | clustering |
| Keyword(3) | supervised-learning |
| Keyword(4) | evolutionary computation |
| Keyword(5) | face recognition |
| 1st Author's Name | Taishi MEGANO |
| 1st Author's Affiliation | Department of Information Science and Biomedical Engineering, Graduate School of Science and Engineering, Kagoshima University() |
| 2nd Author's Name | Satoshi ONO |
| 2nd Author's Affiliation | Department of Information Science and Biomedical Engineering, Graduate School of Science and Engineering, Kagoshima University |
| 3rd Author's Name | Ken-ichi FUKUI |
| 3rd Author's Affiliation | The Institute of Scientific and Industrial Research(ISIR), Osaka University |
| 4th Author's Name | Kohki NINOMIYA |
| 4th Author's Affiliation | Department of Information Science and Biomedical Engineering, Graduate School of Science and Engineering, Kagoshima University |
| 5th Author's Name | Masayuki NUMAO |
| 5th Author's Affiliation | The Institute of Scientific and Industrial Research(ISIR), Osaka University |
| 6th Author's Name | Shigeru NAKAYAMA |
| 6th Author's Affiliation | Department of Information Science and Biomedical Engineering, Graduate School of Science and Engineering, Kagoshima University |
| Date | 2014-01-23 |
| Paper # | PRMU2013-101,MVE2013-42 |
| Volume (vol) | vol.113 |
| Number (no) | 403 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |