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Paper Abstract and Keywords
Presentation 2019-07-04 09:00
Android Malware Detection Scheme Based on Level of SSL Server Certificate
Hiroya Kato, Shuichiro Haruta, Iwao Sasase (Keio Univ.) CS2019-15
Abstract (in Japanese) (See Japanese page) 
(in English) In this paper, in order to detect Android malwares which encrypt packets, we propose an Android malware detection scheme based on level of SSL server certificate. Attackers tend to use an untrusted certificate to encrypt malicious payloads in many cases because passing rigorous examination is required to get a trusted certificate. Thus, we utilize SSL server certificate based features for detection since their certificates tend to be untrusted. Furthermore, in order to obtain the more exact features, we introduce required permission based weight values because malwares inevitably require permissions regarding malicious actions. By computer simulation with real dataset, we show our scheme achieves an accuracy of 92.7 %. Our scheme can cope with encrypted malicious payloads and 89 malwares which are not detected by the previous scheme.
Keyword (in Japanese) (See Japanese page) 
(in English) Android malwares / SSL / Machine Learning / / / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 101, CS2019-15, pp. 13-18, July 2019.
Paper # CS2019-15 
Date of Issue 2019-06-27 (CS) 
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 CS2019-15

Conference Information
Committee CS  
Conference Date 2019-07-04 - 2019-07-05 
Place (in Japanese) (See Japanese page) 
Place (in English) Amami City Social Welfare Center 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Next Generation Networks, Access Networks, Broadband Access, Power Line Communications, Wireless Communication Systems, Coding Systems, etc. 
Paper Information
Registration To CS 
Conference Code 2019-07-CS 
Language English (Japanese title is available) 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Android Malware Detection Scheme Based on Level of SSL Server Certificate 
Sub Title (in English)  
Keyword(1) Android malwares  
Keyword(2) SSL  
Keyword(3) Machine Learning  
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1st Author's Name Hiroya Kato  
1st Author's Affiliation Keio University (Keio Univ.)
2nd Author's Name Shuichiro Haruta  
2nd Author's Affiliation Keio University (Keio Univ.)
3rd Author's Name Iwao Sasase  
3rd Author's Affiliation Keio University (Keio Univ.)
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Speaker Author-1 
Date Time 2019-07-04 09:00:00 
Presentation Time 15 minutes 
Registration for CS 
Paper # CS2019-15 
Volume (vol) vol.119 
Number (no) no.101 
Page pp.13-18 
#Pages
Date of Issue 2019-06-27 (CS) 


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