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| 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.)  ICSS2017-73 |
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| 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. |
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| 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 | |
| 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 | ICSS2017-73 |
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| 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 |
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| Keyword(8) | |
| 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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| Speaker | Author-1 |
| Date Time | 2018-03-08 11:35:00 |
| Presentation Time | 25 minutes |
| Registration for | ICSS |
| Paper # | ICSS2017-73 |
| Volume (vol) | vol.117 |
| Number (no) | no.481 |
| Page | pp.133-138 |
| #Pages | 6 |
| Date of Issue | 2018-02-28 (ICSS) |
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