| IEICE Technical Committee Submission System Conference Paper's Information |
Online Proceedings [Sign in] Tech. Rep. Archives |
| Go Top Page | Go Previous | [Japanese] / [English] |
| Paper Abstract and Keywords | ||
| Presentation | 2007-12-22 09:50 Optimizing SVR Hyperparameters via Fast Cross-Validation Masayuki Karasuyama, Ryohei Nakano (Nagoya Inst. of Tech.)  NC2007-73 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | The performance of Support Vector Regression (SVR) deeply depends on its hyperparameters such as an insensitive zone thickness, a penalty factor, and kernel parameters. A method called MCV-SVR was once proposed, which optimizes SVR hyperparameters so that cross-validation error is minimized. However, the computational cost of CV is usually high. In this paper we apply Accurate Online Support Vector Regression (AOSVR) to the MCV-SVR cross-validation procedure. The AOSVR enables an efficient update of a trained SVR function. We show the AOSVR dramatically accelerates the MCV-SVR. Moreover, our experiments showed our faster MCV-SVR has better generalization than other existing methods. |
|
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | support vector machines / support vector regression / mimum cross-validation / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 107, no. 410, NC2007-73, pp. 13-18, Dec. 2007. | |
| Paper # | NC2007-73 | |
| Date of Issue | 2007-12-15 (NC) | |
| 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 | NC2007-73 |
|
| Conference Information | |
| Committee | MBE NC |
| Conference Date | 2007-12-22 - 2007-12-22 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2007-12-MBE-NC |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Optimizing SVR Hyperparameters via Fast Cross-Validation |
| Sub Title (in English) | |
| Keyword(1) | support vector machines |
| Keyword(2) | support vector regression |
| Keyword(3) | mimum cross-validation |
| Keyword(4) | |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Masayuki Karasuyama |
| 1st Author's Affiliation | Nagoya Institute of Technology (Nagoya Inst. of Tech.) |
| 2nd Author's Name | Ryohei Nakano |
| 2nd Author's Affiliation | Nagoya Institute of Technology (Nagoya Inst. of Tech.) |
| 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 | () |
| 7th Author's Name | |
| 7th Author's Affiliation | () |
| 8th Author's Name | |
| 8th Author's Affiliation | () |
| 9th Author's Name | |
| 9th Author's Affiliation | () |
| 10th Author's Name | |
| 10th Author's Affiliation | () |
| 11th Author's Name | |
| 11th Author's Affiliation | () |
| 12th Author's Name | |
| 12th Author's Affiliation | () |
| 13th Author's Name | |
| 13th Author's Affiliation | () |
| 14th Author's Name | |
| 14th Author's Affiliation | () |
| 15th Author's Name | |
| 15th Author's Affiliation | () |
| 16th Author's Name | |
| 16th Author's Affiliation | () |
| 17th Author's Name | |
| 17th Author's Affiliation | () |
| 18th Author's Name | |
| 18th Author's Affiliation | () |
| Speaker | Author-1 |
| Date Time | 2007-12-22 09:50:00 |
| Presentation Time | 25 minutes |
| Registration for | NC |
| Paper # | NC2007-73 |
| Volume (vol) | vol.107 |
| Number (no) | no.410 |
| Page | pp.13-18 |
| #Pages | 6 |
| Date of Issue | 2007-12-15 (NC) |
[Return to Top Page]