| Paper Abstract and Keywords |
| Presentation |
2014-06-26 15:50
Pattern Recognition using feature extractor of K-SVD Hiroki Sugita (UEC), Hiroaki Sasaki (Tokyo Inst. of Tech.), Hayaru Shouno (UEC) NC2014-7 IBISML2014-7 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Feature extraction and classification are fundamental two steps in pattern recognition systems. Since feature extraction methods have been proposed based on the properties of each input data, it might be not easy to handle the method to new input data. Thus, it is important to construct a method to automatically extract features from input data. In this paper, we attempted to introduce a feature extraction method called dictionary learning. Based on dictionary learning, we build a pattern recognition system using K-SVD method which is one of methods of dictionary learning for feature extraction and verified whether the efficient how to carry out reducing features dimension. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Pattern Recognition / Dictionary Learning / K-SVD / Feature Extract / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 114, no. 104, NC2014-7, pp. 101-106, June 2014. |
| Paper # |
NC2014-7 |
| Date of Issue |
2014-06-18 (NC, IBISML) |
| 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 |
NC2014-7 IBISML2014-7 |
| Conference Information |
| Committee |
NC IPSJ-BIO IBISML IPSJ-MPS |
| Conference Date |
2014-06-25 - 2014-06-27 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Okinawa Institute of Science and Technology |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Machine Learning Approach to Biodata Mining, and General |
| Paper Information |
| Registration To |
NC |
| Conference Code |
2014-06-NC-BIO-IBISML-MPS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Pattern Recognition using feature extractor of K-SVD |
| Sub Title (in English) |
|
| Keyword(1) |
Pattern Recognition |
| Keyword(2) |
Dictionary Learning |
| Keyword(3) |
K-SVD |
| Keyword(4) |
Feature Extract |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Hiroki Sugita |
| 1st Author's Affiliation |
University of Electro-Communications (UEC) |
| 2nd Author's Name |
Hiroaki Sasaki |
| 2nd Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
| 3rd Author's Name |
Hayaru Shouno |
| 3rd Author's Affiliation |
University of Electro-Communications (UEC) |
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| Speaker |
Author-1 |
| Date Time |
2014-06-26 15:50:00 |
| Presentation Time |
25 minutes |
| Registration for |
NC |
| Paper # |
NC2014-7, IBISML2014-7 |
| Volume (vol) |
vol.114 |
| Number (no) |
no.104(NC), no.105(IBISML) |
| Page |
pp.101-106 |
| #Pages |
6 |
| Date of Issue |
2014-06-18 (NC, IBISML) |