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| Presentation | 2015-03-04 15:55 Evaluation on Malware Classification by Combining Traffic Analysis and Fuzzy Hashing of Malware Binary Shohei Hiruta, Yukiko Yamaguchi, Hajime Shimada, Hiroki Takakura (Nagoya Univ.)  ICSS2014-96 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Recent cyber attacks frequently use variants of malware programs where existing functions are drastically improved and new functions are developed. In addition to obfuscation and encryption, many malware programs change their behavior by examining their execution environment. They cannot be classified to appropriate families only by static analysis. Efficient methods are required in order to fight against huge amounts of malware programs with reducing expensive cost of manual analysis. In this paper, we propose unified approach of dynamic traffic analysis and static program analysis. Similar to other conventional methods, the former performs feature extraction, clustering and labeling to represent traffic data as sequence of characters. Then Fuzzy Hash adjusts the length of the sequence for similarity calculation. The latter applies Fuzzy Hash to malware programs. From the experimental results by using 340 malware samples and their traffic data, our method can correctly identify 58.4% of malware. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Malware classification / Static analysis / Dynamic analysis / Similarity Measure / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 114, no. 489, ICSS2014-96, pp. 199-204, March 2015. | |
| Paper # | ICSS2014-96 | |
| Date of Issue | 2015-02-24 (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 | ICSS2014-96 |
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| Conference Information | |
| Committee | ICSS |
| Conference Date | 2015-03-03 - 2015-03-04 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Meio Univiersity |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Communication Security, etc. |
| Paper Information | |
| Registration To | ICSS |
| Conference Code | 2015-03-ICSS |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Evaluation on Malware Classification by Combining Traffic Analysis and Fuzzy Hashing of Malware Binary |
| Sub Title (in English) | |
| Keyword(1) | Malware classification |
| Keyword(2) | Static analysis |
| Keyword(3) | Dynamic analysis |
| Keyword(4) | Similarity Measure |
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| 1st Author's Name | Shohei Hiruta |
| 1st Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 2nd Author's Name | Yukiko Yamaguchi |
| 2nd Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 3rd Author's Name | Hajime Shimada |
| 3rd Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 4th Author's Name | Hiroki Takakura |
| 4th Author's Affiliation | Nagoya University (Nagoya Univ.) |
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| Speaker | Author-1 |
| Date Time | 2015-03-04 15:55:00 |
| Presentation Time | 25 minutes |
| Registration for | ICSS |
| Paper # | ICSS2014-96 |
| Volume (vol) | vol.114 |
| Number (no) | no.489 |
| Page | pp.199-204 |
| #Pages | 6 |
| Date of Issue | 2015-02-24 (ICSS) |
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