Paper Abstract and Keywords |
Presentation |
2018-03-08 13:25
Response Signature Generation method for Detecting Malicious Destinations Kazuma Shinomiya, Iifan Tyou, Bo Hu, Kazunori Kamiya, Masaki Tanikawa (NTT) ICSS2017-77 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Blacklist is frequently deployed for detecting malware-infected hosts. However, even when request traffic from one host is matched with blacklist, it is not always true that this host is under control of attacker. In many cases, attacker moves to different malicious servers and accessed server no more exists or becomes benign. Another possible case is that infected host does not successfully establish connection with malicious server due to configuration change by attacker.
In this paper, we examine a technique to judge if a communication with the suspicious server is truly malicious or not. Our approach is firstly clustering large amount of malware traffic data with features on both request and response packets, then extracting common request and response patters as response signature by frequent pattern mining. The evaluation result shows that response signature is effective for judging malware-infected hosts in that FPR improves compared with request-only signature. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Signature / Malware / Clustering / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 117, no. 481, ICSS2017-77, pp. 157-160, March 2018. |
Paper # |
ICSS2017-77 |
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) |
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ICSS2017-77 |
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) |
Response Signature Generation method for Detecting Malicious Destinations |
Sub Title (in English) |
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Keyword(1) |
Signature |
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Malware |
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Clustering |
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1st Author's Name |
Kazuma Shinomiya |
1st Author's Affiliation |
Nippon Telegraph and Telephone Corporation (NTT) |
2nd Author's Name |
Iifan Tyou |
2nd Author's Affiliation |
Nippon Telegraph and Telephone Corporation (NTT) |
3rd Author's Name |
Bo Hu |
3rd Author's Affiliation |
Nippon Telegraph and Telephone Corporation (NTT) |
4th Author's Name |
Kazunori Kamiya |
4th Author's Affiliation |
Nippon Telegraph and Telephone Corporation (NTT) |
5th Author's Name |
Masaki Tanikawa |
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Nippon Telegraph and Telephone Corporation (NTT) |
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Speaker |
Author-1 |
Date Time |
2018-03-08 13:25:00 |
Presentation Time |
25 minutes |
Registration for |
ICSS |
Paper # |
ICSS2017-77 |
Volume (vol) |
vol.117 |
Number (no) |
no.481 |
Page |
pp.157-160 |
#Pages |
4 |
Date of Issue |
2018-02-28 (ICSS) |
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