Paper Abstract and Keywords |
Presentation |
2020-10-29 10:50
Classification of binary data based on binary neural networks Kento Saka, Tomoyuki Togawa, Toshimichi Saito (HU) NC2020-8 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper presents a novel application of binary neural networks to clustering of data sets.
The network characterized by the signum activation function and ternary connection parameters. In order to design an efficient clustering system, we define two objective functions that evaluate size of clusters and dimension reduction. In order to optimize the two objective functions, we use the multiobjective evolutionary algorithm based on decomposition. Using several artificial data sets, we investigate basic clustering function. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Binary neural networks / Clustering / Dimension reduction / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 120, no. 216, NC2020-8, pp. 1-4, Oct. 2020. |
Paper # |
NC2020-8 |
Date of Issue |
2020-10-22 (NC) |
ISSN |
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) |
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NC2020-8 |
Conference Information |
Committee |
MBE NC NLP CAS |
Conference Date |
2020-10-29 - 2020-10-30 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
ME,NC,CAS,NLP |
Paper Information |
Registration To |
NC |
Conference Code |
2020-10-MBE-NC-NLP-CAS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Classification of binary data based on binary neural networks |
Sub Title (in English) |
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Binary neural networks |
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Clustering |
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Dimension reduction |
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1st Author's Name |
Kento Saka |
1st Author's Affiliation |
Hosei University (HU) |
2nd Author's Name |
Tomoyuki Togawa |
2nd Author's Affiliation |
Hosei University (HU) |
3rd Author's Name |
Toshimichi Saito |
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Hosei University (HU) |
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Speaker |
Author-1 |
Date Time |
2020-10-29 10:50:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2020-8 |
Volume (vol) |
vol.120 |
Number (no) |
no.216 |
Page |
pp.1-4 |
#Pages |
4 |
Date of Issue |
2020-10-22 (NC) |
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