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 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)
Download PDF 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)  
Keyword(1) Binary neural networks  
Keyword(2) Clustering  
Keyword(3) Dimension reduction  
Keyword(4)  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
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  
3rd Author's Affiliation Hosei University (HU)
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 ()
19th Author's Name  
19th Author's Affiliation ()
20th Author's Name  
20th Author's Affiliation ()
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
Date of Issue 2020-10-22 (NC) 


[Return to Top Page]

[Return to IEICE Web Page]


The Institute of Electronics, Information and Communication Engineers (IEICE), Japan