| 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 | 2014-09-01 10:00 A Note on Improvement in the Rate of a Prediction Error of AdaBoost in Pattern Recognition Hideyuki Masui, Ryoma Tsuduki, Nozomi Miya, Toshiyasu Matsushima (Waseda Univ.)  PRMU2014-36 IBISML2014-17 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | AdaBoost is an algorithm used for pattern recognition. This algorithm successively makes the model which minimizes an error for sample data. However, to consider prediction, there is no guarantee that such model is optimum. Regarding this issue, there are many studies about regularization method and variable selection method. Forward selection method is one of the methods of variable selection and Stagewise is one of the methods of forward selection method. Each iteration, Stagewise selects one variable. Stagewise updates parameters slightly increase and not minimizes an error for sample data. It is known that Stagewise improves the rate of a prediction error. In this research, we apply the idea of Stagewise for AdaBoost and consider improvement the rate of a prediction error. |
|
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | AdaBoost / stagewise / rate of a prediction error / variable selection / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 114, no. 198, IBISML2014-17, pp. 1-6, Sept. 2014. | |
| Paper # | IBISML2014-17 | |
| Date of Issue | 2014-08-25 (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 | PRMU2014-36 IBISML2014-17 |
|
| Conference Information | |
| Committee | PRMU IBISML IPSJ-CVIM |
| Conference Date | 2014-09-01 - 2014-09-02 |
| 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 | 2014-09-PRMU-IBISML-CVIM |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Note on Improvement in the Rate of a Prediction Error of AdaBoost in Pattern Recognition |
| Sub Title (in English) | |
| Keyword(1) | AdaBoost |
| Keyword(2) | stagewise |
| Keyword(3) | rate of a prediction error |
| Keyword(4) | variable selection |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Hideyuki Masui |
| 1st Author's Affiliation | Waseda University (Waseda Univ.) |
| 2nd Author's Name | Ryoma Tsuduki |
| 2nd Author's Affiliation | Waseda University (Waseda Univ.) |
| 3rd Author's Name | Nozomi Miya |
| 3rd Author's Affiliation | Waseda University (Waseda Univ.) |
| 4th Author's Name | Toshiyasu Matsushima |
| 4th Author's Affiliation | Waseda University (Waseda Univ.) |
| 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 | 2014-09-01 10:00:00 |
| Presentation Time | 30 minutes |
| Registration for | IBISML |
| Paper # | PRMU2014-36, IBISML2014-17 |
| Volume (vol) | vol.114 |
| Number (no) | no.197(PRMU), no.198(IBISML) |
| Page | pp.1-6 |
| #Pages | 6 |
| Date of Issue | 2014-08-25 (PRMU, IBISML) |
[Return to Top Page]