| Paper Abstract and Keywords |
| Presentation |
2011-12-20 11:45
Complex-valued Multilayer Perceptron Search Unilizing Eigen Vector Descent and Reducibility Mapping Shinya Suzumura, Ryohei Nakano (Chubu Univ.) NC2011-88 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
A complex-valued multilayer perceptron (MLP) can approximate a periodic or unbounded function, which cannot be easily realized by a real-valued MLP. The complex-valued MLP search space is, like a real-valued one, full of crevasse-like forms having huge condition numbers; thus, it is very hard for existing methods to perform efficient search in the space. The space also includes the structure of reducibility mapping. The paper proposes a new search method for a complex-valued MLP, which employs both eigen vector descent and reducibility mapping search. Our experiments showed the proposed method worked well. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
complex-valued multilayer perceptron / search method / search space / eigen vector / reducibility mapping / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 111, no. 368, NC2011-88, pp. 25-30, Dec. 2011. |
| Paper # |
NC2011-88 |
| Date of Issue |
2011-12-13 (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 |
NC2011-88 |
| Conference Information |
| Committee |
NC MBE |
| Conference Date |
2011-12-20 - 2011-12-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Nagoya Institute of Technology |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
NC |
| Conference Code |
2011-12-NC-MBE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Complex-valued Multilayer Perceptron Search Unilizing Eigen Vector Descent and Reducibility Mapping |
| Sub Title (in English) |
|
| Keyword(1) |
complex-valued multilayer perceptron |
| Keyword(2) |
search method |
| Keyword(3) |
search space |
| Keyword(4) |
eigen vector |
| Keyword(5) |
reducibility mapping |
| Keyword(6) |
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| 1st Author's Name |
Shinya Suzumura |
| 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 |
2011-12-20 11:45:00 |
| Presentation Time |
25 minutes |
| Registration for |
NC |
| Paper # |
NC2011-88 |
| Volume (vol) |
vol.111 |
| Number (no) |
no.368 |
| Page |
pp.25-30 |
| #Pages |
6 |
| Date of Issue |
2011-12-13 (NC) |