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| Presentation | 2014-01-23 16:30 Facial Image Clustering by Evolutionary Distance Metric Learning Taishi Megano, Satoshi Ono (Kagoshima Univ.), Ken-ichi Fukui (Osaka Univ.), Kohki Ninomiya (Kagoshima Univ.), Masayuki Numao (Osaka Univ.), Shigeru Nakayama (Kagoshima Univ.)  PRMU2013-101 MVE2013-42 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (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. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | metric learning / clustering / supervised-learning / evolutionary computation / face recognition / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 113, no. 402, PRMU2013-101, pp. 119-124, Jan. 2014. | |
| Paper # | PRMU2013-101 | |
| Date of Issue | 2014-01-16 (PRMU, MVE) | |
| ISSN | Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | PRMU2013-101 MVE2013-42 |
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| Conference Information | |
| Committee | PRMU IPSJ-CVIM MVE |
| Conference Date | 2014-01-23 - 2014-01-24 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | PRMU |
| Conference Code | 2014-01-PRMU-CVIM-MVE |
| Language | Japanese |
| 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 |
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| 1st Author's Name | Taishi Megano |
| 1st Author's Affiliation | Kagoshima University (Kagoshima Univ.) |
| 2nd Author's Name | Satoshi Ono |
| 2nd Author's Affiliation | Kagoshima University (Kagoshima Univ.) |
| 3rd Author's Name | Ken-ichi Fukui |
| 3rd Author's Affiliation | Osaka University (Osaka Univ.) |
| 4th Author's Name | Kohki Ninomiya |
| 4th Author's Affiliation | Kagoshima University (Kagoshima Univ.) |
| 5th Author's Name | Masayuki Numao |
| 5th Author's Affiliation | Osaka University (Osaka Univ.) |
| 6th Author's Name | Shigeru Nakayama |
| 6th Author's Affiliation | Kagoshima University (Kagoshima Univ.) |
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| Speaker | Author-1 |
| Date Time | 2014-01-23 16:30:00 |
| Presentation Time | 30 minutes |
| Registration for | PRMU |
| Paper # | PRMU2013-101, MVE2013-42 |
| Volume (vol) | vol.113 |
| Number (no) | no.402(PRMU), no.403(MVE) |
| Page | pp.119-124 |
| #Pages | 6 |
| Date of Issue | 2014-01-16 (PRMU, MVE) |
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