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 2018-03-08 09:20
Considering Opcode-based Similarity between IoT Malware Samples
Ryoichi Isawa, Tao Ban (NICT), Ying Tie (YNU), Katsunari Yoshioka (YNU/NICT), Daisuke Inoue (NICT) ICSS2017-69
Abstract (in Japanese) (See Japanese page) 
(in English) In this paper, we generate a similarity matrix between IoT (Internet of Things) malware samples based on their disassembly code. We then visualize the similarity matrix on a two dimensional plane with t-SNE (t-Distributed Stochastic Neighbor Embedding) to consider how the matrix will be working for malware classification. At this time, we use 5162, 1904, and 1595 IoT malware samples for ARM, MIPS, MIPSel architectures, respectively, and we conclude that the disassembly code was effective for generating similarity matrices. On the contrary, most Windows malware samples are packed (compressed and/or encrypted), and so static analysis including disassembly is not effective for them. Confirming that static analysis is still effective for IoT malware is a major contribution of ours in this paper.
Keyword (in Japanese) (See Japanese page) 
(in English) Internet of Things / Malware analysis / n-gram / Jaccard similarity / t-SNE / / /  
Reference Info. IEICE Tech. Rep., vol. 117, no. 481, ICSS2017-69, pp. 109-114, March 2018.
Paper # ICSS2017-69 
Date of Issue 2018-02-28 (ICSS) 
ISSN Print edition: ISSN 0913-5685    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 ICSS2017-69

Conference Information
Committee ICSS IPSJ-SPT  
Conference Date 2018-03-07 - 2018-03-08 
Place (in Japanese) (See Japanese page) 
Place (in English) Okinawa Hokubu Koyou Nouryoku Kaihatsu Sougou Center 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Security, Trust, etc. 
Paper Information
Registration To ICSS 
Conference Code 2018-03-ICSS-SPT 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Considering Opcode-based Similarity between IoT Malware Samples 
Sub Title (in English)  
Keyword(1) Internet of Things  
Keyword(2) Malware analysis  
Keyword(3) n-gram  
Keyword(4) Jaccard similarity  
Keyword(5) t-SNE  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Ryoichi Isawa  
1st Author's Affiliation National Institute of Information and Communications Technology (NICT)
2nd Author's Name Tao Ban  
2nd Author's Affiliation National Institute of Information and Communications Technology (NICT)
3rd Author's Name Ying Tie  
3rd Author's Affiliation Yokohama National University (YNU)
4th Author's Name Katsunari Yoshioka  
4th Author's Affiliation Yokohama National University/National Institute of Information and Communications Technology (YNU/NICT)
5th Author's Name Daisuke Inoue  
5th Author's Affiliation National Institute of Information and Communications Technology (NICT)
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 2018-03-08 09:20:00 
Presentation Time 25 minutes 
Registration for ICSS 
Paper # ICSS2017-69 
Volume (vol) vol.117 
Number (no) no.481 
Page pp.109-114 
#Pages 6 
Date of Issue 2018-02-28 (ICSS) 

[Return to Top Page]

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