Information: Join today and make your research activities more affordable! Technical workshop participation fees and annual registration fees are available at member rates.
Notice: [Important] Announcement of Changes to Registration Fee Payment and Manuscript Upload Procedures for IEICE Technical Meetings
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 2023-03-15 11:20
Optimizing SOINN Space for High-Dimensional Data Robustness
Yu Takahagi, Yusuke Tsuchida, Yukari Yamauchi (Nihon Univ.) NC2022-112
Abstract (in Japanese) (See Japanese page) 
(in English) Yamazaki et al. proposed a learning method called Self-Organizing Incremental Neural Network (SOINN). This method is an online learning method that dynamically constructs a network and learns samples sequentially. However, it is difficult for SOINN to retain a variety of features in high-dimensional data while maintaining noise tolerance. Specifically, some of the features are deleted, unnecessary nodes are inserted, and ambiguous nodes are generated. Therefore, this study incorporates node and edge reconfiguration methods from the network configuration model of Complex Network. In addition, we aim to improve the stability of the SOINN space and identification rate by expanding the threshold region to prevent unnecessary node insertion. In the experiments, we compare the identification rate and the number of nodes on the MNIST character recognition problem to confirm the effectiveness of the proposed method.
Keyword (in Japanese) (See Japanese page) 
(in English) Self-Organizing Incremental Neural Network / Complex Network / High-Dimensional Data Robustness / / / / /  
Reference Info. IEICE Tech. Rep., vol. 122, no. 425, NC2022-112, pp. 113-118, March 2023.
Paper # NC2022-112 
Date of Issue 2023-03-06 (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 NC2022-112

Conference Information
Committee NC MBE  
Conference Date 2023-03-13 - 2023-03-15 
Place (in Japanese) (See Japanese page) 
Place (in English) The Univ. of Electro-Communications 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Brain architecture, General 
Paper Information
Registration To NC 
Conference Code 2023-03-NC-MBE 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Optimizing SOINN Space for High-Dimensional Data Robustness 
Sub Title (in English)  
Keyword(1) Self-Organizing Incremental Neural Network  
Keyword(2) Complex Network  
Keyword(3) High-Dimensional Data Robustness  
Keyword(4)  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Yu Takahagi  
1st Author's Affiliation Nihon University (Nihon Univ.)
2nd Author's Name Yusuke Tsuchida  
2nd Author's Affiliation Nihon University (Nihon Univ.)
3rd Author's Name Yukari Yamauchi  
3rd Author's Affiliation Nihon University (Nihon Univ.)
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 ()
21st Author's Name  
21st Author's Affiliation ()
22nd Author's Name  
22nd Author's Affiliation ()
23rd Author's Name  
23rd Author's Affiliation ()
24th Author's Name  
24th Author's Affiliation ()
25th Author's Name  
25th Author's Affiliation ()
26th Author's Name / /
26th Author's Affiliation ()
()
27th Author's Name / /
27th Author's Affiliation ()
()
28th Author's Name / /
28th Author's Affiliation ()
()
29th Author's Name / /
29th Author's Affiliation ()
()
30th Author's Name / /
30th Author's Affiliation ()
()
31st Author's Name / /
31st Author's Affiliation ()
()
32nd Author's Name / /
32nd Author's Affiliation ()
()
33rd Author's Name / /
33rd Author's Affiliation ()
()
34th Author's Name / /
34th Author's Affiliation ()
()
35th Author's Name / /
35th Author's Affiliation ()
()
36th Author's Name / /
36th Author's Affiliation ()
()
Speaker Author-1 
Date Time 2023-03-15 11:20:00 
Presentation Time 25 minutes 
Registration for NC 
Paper # NC2022-112 
Volume (vol) vol.122 
Number (no) no.425 
Page pp.113-118 
#Pages 6 
Date of Issue 2023-03-06 (NC) 

[Return to Top Page]

[Return to IEICE Web Page]
The Institute of Electronics, Information and Communication Engineers (IEICE), Japan