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 2019-06-07 11:20
Development of System to Analyze Aggressive Communication Using Self-Organizing Map and Convolutional Neural Network
Akifumi Iwasa, Hikofumi Suzuki, Takumi Uchiyama (Shinshu Univ.), Tetsuya ui (NEC) IA2019-8 ICSS2019-8
Abstract (in Japanese) (See Japanese page) 
(in English) In recent years, the importance of the Internet is increasing. However, DoS / DDoS attacks is increasing. It is difficult to detect. So, we analyze the network traffic log as a way to defend. Therefore, if we can analyze these attacks from traffic logs, we can use them to improve security. We visualized the network traffic log by Self-Organizing Maps (SOM). We detect highly aggressive communication using Convolutional Neural Network (CNN) which is one of machine learning methods. In this paper, we describe about detection of suspicious traffic and development of system.
Keyword (in Japanese) (See Japanese page) 
(in English) security / DoS/DDoS / traffic log / Self-Organizing Maps (SOM) / Convolutional Neural Network(CNN) / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 70, ICSS2019-8, pp. 37-41, June 2019.
Paper # ICSS2019-8 
Date of Issue 2019-05-30 (IA, ICSS) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380
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 IA2019-8 ICSS2019-8

Conference Information
Committee IA ICSS  
Conference Date 2019-06-06 - 2019-06-07 
Place (in Japanese) (See Japanese page) 
Place (in English) Research Institute for Electrical Communication, Tohoku University 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Internet Security, etc. 
Paper Information
Registration To ICSS 
Conference Code 2019-06-IA-ICSS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Development of System to Analyze Aggressive Communication Using Self-Organizing Map and Convolutional Neural Network 
Sub Title (in English)  
Keyword(1) security  
Keyword(2) DoS/DDoS  
Keyword(3) traffic log  
Keyword(4) Self-Organizing Maps (SOM)  
Keyword(5) Convolutional Neural Network(CNN)  
1st Author's Name Akifumi Iwasa  
1st Author's Affiliation Shinshu University (Shinshu Univ.)
2nd Author's Name Hikofumi Suzuki  
2nd Author's Affiliation Shinshu University (Shinshu Univ.)
3rd Author's Name Takumi Uchiyama  
3rd Author's Affiliation Shinshu University (Shinshu Univ.)
4th Author's Name Tetsuya ui  
4th Author's Affiliation NEC Corporation (NEC)
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 ()
Date Time 2019-06-07 11:20:00 
Presentation Time 25 
Registration for ICSS 
Paper # IEICE-IA2019-8,IEICE-ICSS2019-8 
Volume (vol) IEICE-119 
Number (no) no.69(IA), no.70(ICSS) 
Page pp.37-41 
#Pages IEICE-5 
Date of Issue IEICE-IA-2019-05-30,IEICE-ICSS-2019-05-30 

[Return to Top Page]

[Return to IEICE Web Page]

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