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| Paper Abstract and Keywords | ||
| Presentation | 2011-09-05 13:30 [Invited Talk] Optimal Solution Path Following Algorithm for Pattern Recognition and Machine Learning Ichiro Takeuchi (NIT)  PRMU2011-66 IBISML2011-25 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Many pattern classification and machine learning algorithms are formulated as mathematical optimization problems. These optimization problems are often parametrized by one or more problem parameters such as regularization parameter. In practical application, we often need to train several models by solving several optimization problems with different problem parameters. The methods for studying the relation between problem parameters and optimal solutions are called optimal solution path-following methods. In this talk, we present recent advances in optimal solution path-following methods in the context of pattern recognition and machine learning including some contributions by the authors and their colleagues. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | optimal path-following method / parametric programming / model selection / support vector machine / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 111, no. 194, IBISML2011-25, pp. 59-60, Sept. 2011. | |
| Paper # | IBISML2011-25 | |
| Date of Issue | 2011-08-29 (PRMU, 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 | PRMU2011-66 IBISML2011-25 |
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| Conference Information | |
| Committee | PRMU IBISML IPSJ-CVIM |
| Conference Date | 2011-09-05 - 2011-09-06 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | IBISML |
| Conference Code | 2011-09-PRMU-IBISML-CVIM |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Optimal Solution Path Following Algorithm for Pattern Recognition and Machine Learning |
| Sub Title (in English) | |
| Keyword(1) | optimal path-following method |
| Keyword(2) | parametric programming |
| Keyword(3) | model selection |
| Keyword(4) | support vector machine |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Ichiro Takeuchi |
| 1st Author's Affiliation | Nagoya Institute of Technology (NIT) |
| 2nd Author's Name | |
| 2nd Author's Affiliation | () |
| 3rd Author's Name | |
| 3rd Author's Affiliation | () |
| 4th Author's Name | |
| 4th Author's Affiliation | () |
| 5th Author's Name | |
| 5th Author's Affiliation | () |
| 6th Author's Name | |
| 6th Author's Affiliation | () |
| Speaker | Author-1 |
| Date Time | 2011-09-05 13:30:00 |
| Presentation Time | 60 minutes |
| Registration for | IBISML |
| Paper # | PRMU2011-66, IBISML2011-25 |
| Volume (vol) | vol.111 |
| Number (no) | no.193(PRMU), no.194(IBISML) |
| Page | pp.59-60 |
| #Pages | 2 |
| Date of Issue | 2011-08-29 (PRMU, IBISML) |
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