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| Presentation | 2013-01-24 09:50 Multilayer Perceptron Model Selection Using Sampling Utilizing Singularity Stairs Following Takayuki Ohwaki, Ryohei Nakano (Chubu Univ.)  NLP2012-105 NC2012-95 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Multilayer perceptron (MLP) is one of singular statistical models, where it is not guaranteed that any parameter is uniquely identified. Then it is questioned that any information criterion developed for regular models can be applied to selection of singular models. Followed by this situation, several model selection criteria have been proposed. This paper evaluates several information criteria by applying them to MLP model selection problems having about 20 hidden units as a true model. Moreover, as a search method we employ SSF which guarantees the successive improvement of solution quality as the number of hidden units is increased. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | model selection / information criterion / multilayer perceptron / sampling method / singularity stairs following / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 112, no. 390, NC2012-95, pp. 7-12, Jan. 2013. | |
| Paper # | NC2012-95 | |
| Date of Issue | 2013-01-17 (NLP, 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 | NLP2012-105 NC2012-95 |
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| Conference Information | |
| Committee | NC NLP |
| Conference Date | 2013-01-24 - 2013-01-25 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido University Centennial Memory Hall |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2013-01-NC-NLP |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Multilayer Perceptron Model Selection Using Sampling Utilizing Singularity Stairs Following |
| Sub Title (in English) | |
| Keyword(1) | model selection |
| Keyword(2) | information criterion |
| Keyword(3) | multilayer perceptron |
| Keyword(4) | sampling method |
| Keyword(5) | singularity stairs following |
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| Keyword(8) | |
| 1st Author's Name | Takayuki Ohwaki |
| 1st Author's Affiliation | Chubu University (Chubu Univ.) |
| 2nd Author's Name | Ryohei Nakano |
| 2nd Author's Affiliation | Chubu University (Chubu Univ.) |
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| Speaker | Author-1 |
| Date Time | 2013-01-24 09:50:00 |
| Presentation Time | 20 minutes |
| Registration for | NC |
| Paper # | NLP2012-105, NC2012-95 |
| Volume (vol) | vol.112 |
| Number (no) | no.389(NLP), no.390(NC) |
| Page | pp.7-12 |
| #Pages | 6 |
| Date of Issue | 2013-01-17 (NLP, NC) |
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