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Paper Abstract and Keywords
Presentation 2018-09-07 09:20
A Consideration of Evaluation Dataset for Malware Detection System
Hisashi Takahara (UNP) IN2018-33
Abstract (in Japanese) (See Japanese page) 
(in English) Today, while internet cyber-attacks are increasing, protection against the cyber-attacks have become indispensable. Among these, Network-based Intrusion Detection (NIDS) is a system that detects intrusions by focusing on traffic data. In terms of evaluation of NIDS methods, there are PCAP data which is raw traffic data and session data which is summarized by session units. There are two-types in NIDS. One detects malware before intrusion and the other detects malware after intrusion. Evaluations that use PCAP data are able to be used for an evaluation of intrusion detection and on the other hand evaluations that use session data mainly are used for an evaluation of infection detection. Because evaluations that use session data need to wait for the session to finish when preparing data. Thus the data sets for evaluation have uses suited to each type, but to our knowledge, there is no literature that discusses this. Accordingly, this paper separates the data sets by type and examines sorts of evaluations suited to each type. Furthermore, in this paper, we summarize the problems by type in preparing the data sets, and we also refers to data collection methods in actual networks by type.
Keyword (in Japanese) (See Japanese page) 
(in English) KDD Cup 1999 Data / Kyoto2016 Data / Intrusion Detection System / PCAP type / Session type / / /  
Reference Info. IEICE Tech. Rep., vol. 118, no. 207, IN2018-33, pp. 65-69, Sept. 2018.
Paper # IN2018-33 
Date of Issue 2018-08-30 (IN) 
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 IN2018-33

Conference Information
Committee IN NS CS NV  
Conference Date 2018-09-06 - 2018-09-07 
Place (in Japanese) (See Japanese page) 
Place (in English) Research Institute of Electrical Communication, Tohoku Univ. 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Session Management (SIP/IMS), Interoperability/Standardization, NGN/NwGN/Future Networks, Cloud/Data Center Networks, SDN (OpenFlow, etc.)/NFV, IPv6, Machine Learning, etc. 
Paper Information
Registration To IN 
Conference Code 2018-09-IN-NS-CS-NV 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A Consideration of Evaluation Dataset for Malware Detection System 
Sub Title (in English)  
Keyword(1) KDD Cup 1999 Data  
Keyword(2) Kyoto2016 Data  
Keyword(3) Intrusion Detection System  
Keyword(4) PCAP type  
Keyword(5) Session type  
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1st Author's Name Hisashi Takahara  
1st Author's Affiliation University of NIIGATA PREFECTURE (UNP)
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Speaker Author-1 
Date Time 2018-09-07 09:20:00 
Presentation Time 25 minutes 
Registration for IN 
Paper # IN2018-33 
Volume (vol) vol.118 
Number (no) no.207 
Page pp.65-69 
#Pages 5 
Date of Issue 2018-08-30 (IN) 

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