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 2022-05-19 10:25
BGP Hijacking Detection Using Deep Learning
Kenta Nakashima, Mitiko Harayama (Gifu City Univ) ICM2022-2
Abstract (in Japanese) (See Japanese page) 
(in English) Failures of large autonomous systems (ASs) and network attacks can affect Border Gateway Protocol (BGP) messages, causing delays and instability in overall Internet communications. We note this as BGP hijacking and propose an anomaly detection method for BGP messages using deep learning. We report four incidents caused by Malaysia-Telekom, Level3, Google, and Facebook. We analyze BGP messages around the incidents to obtain nine features, such as AS path length statistics. These were trained on a multilayer perceptron (MLP) to determine the accuracy of incident detection. As a result, some of the features, such as new BGP announcements and withdrawals, change in conjunction with incidents. Detection accuracies for Malaysia-Telekom and Level 3 incidents were high. In this report, we show how to analyze the features of BGP messages, how they change, and the anomaly detection performance of our method.
Keyword (in Japanese) (See Japanese page) 
(in English) BGP / BGP Hijacking / Anomaly detection / Deep learning / / / /  
Reference Info. IEICE Tech. Rep., vol. 122, no. 32, ICM2022-2, pp. 6-11, May 2022.
Paper # ICM2022-2 
Date of Issue 2022-05-12 (ICM) 
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 ICM2022-2

Conference Information
Committee ICM IPSJ-CSEC IPSJ-IOT  
Conference Date 2022-05-19 - 2022-05-20 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To ICM 
Conference Code 2022-05-ICM-CSEC-IOT 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) BGP Hijacking Detection Using Deep Learning 
Sub Title (in English)  
Keyword(1) BGP  
Keyword(2) BGP Hijacking  
Keyword(3) Anomaly detection  
Keyword(4) Deep learning  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Kenta Nakashima  
1st Author's Affiliation Gifu City University (Gifu City Univ)
2nd Author's Name Mitiko Harayama  
2nd Author's Affiliation Gifu City University (Gifu City Univ)
3rd Author's Name  
3rd Author's Affiliation ()
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 2022-05-19 10:25:00 
Presentation Time 25 minutes 
Registration for ICM 
Paper # ICM2022-2 
Volume (vol) vol.122 
Number (no) no.32 
Page pp.6-11 
#Pages 6 
Date of Issue 2022-05-12 (ICM) 

[Return to Top Page]

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