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Paper Abstract and Keywords
Presentation 2018-03-08 11:35
Predicting Website Abuse Using Update Histories
Yuta Takata, Mitsuaki Akiyama, Takeshi Yagi, Kunio Hato (NTT), Shigeki Goto (Waseda Univ.)
Abstract (in Japanese) (See Japanese page) 
(in English) Threats of abusing websites that webmasters abandoned updates has increased.
In this paper, we propose a method of predicting potentially abusable websites by retrospectively analyzing updates of software that composes of websites. The method captures webmaster behaviors from archived snapshots of a website and analyzes the changes of web servers and web applications used in the past as update histories. A classifier that predicts website abuses is finally built by using update histories from snapshots of known malicious websites before the detections.
Evaluation results showed that the classifier could predict various website abuses, such as drive-by downloads, phishes, and defacements, with accuracy: a 76% true positive rate and a 26% false positive rate.
Keyword (in Japanese) (See Japanese page) 
(in English) Website Abuse / Software Update / Internet Archive / CMS / / / /  
Reference Info. IEICE Tech. Rep., vol. 117, no. 481, ICSS2017-73, pp. 133-138, March 2018.
Paper # ICSS2017-73 
Date of Issue 2018-02-28 (ICSS) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380

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) Predicting Website Abuse Using Update Histories 
Sub Title (in English)  
Keyword(1) Website Abuse  
Keyword(2) Software Update  
Keyword(3) Internet Archive  
Keyword(4) CMS  
1st Author's Name Yuta Takata  
1st Author's Affiliation NTT Secure Platform Laboratories (NTT)
2nd Author's Name Mitsuaki Akiyama  
2nd Author's Affiliation NTT Secure Platform Laboratories (NTT)
3rd Author's Name Takeshi Yagi  
3rd Author's Affiliation NTT Secure Platform Laboratories (NTT)
4th Author's Name Kunio Hato  
4th Author's Affiliation NTT Secure Platform Laboratories (NTT)
5th Author's Name Shigeki Goto  
5th Author's Affiliation Waseda University (Waseda Univ.)
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Date Time 2018-03-08 11:35:00 
Presentation Time 25 
Registration for ICSS 
Paper # IEICE-ICSS2017-73 
Volume (vol) IEICE-117 
Number (no) no.481 
Page pp.133-138 
#Pages IEICE-6 
Date of Issue IEICE-ICSS-2018-02-28 

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