Big Data fingerprinting information analytics for sustainability

被引:6
作者
Kobusinska, Anna [1 ]
Pawluczuk, Kamil [2 ]
Brzezinski, Jerzy [2 ]
机构
[1] Poznan Univ Tech, Inst Comp Sci, Comp Syst Lab, Poznan, Poland
[2] Poznan Univ Tech, Inst Comp Sci, Poznan, Poland
来源
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE | 2018年 / 86卷
关键词
Big Data; Fingerprinting; Web tracking; Security; Analytics;
D O I
10.1016/j.future.2017.12.061
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Web-based device fingerprinting is the process of collecting security information through the browser to perform stateless device identification. Fingerprints may then be used to identify and track computing devices in the web. There are various reasons why device-related information may be needed. Among the others, this technique could help to efficiently analyze security information for sustainability. In this paper we introduce a fingerprinting analytics tool that discovers the most appropriate device fingerprints and their corresponding optimal implementations. The fingerprints selected in the result of the performed analysis are used to enrich and improve an open-source fingerprinting analytics tool Fingetprintjs2, daily consumed by hundreds of websites. As a result, the paper provides a noticeable progress in analytics of dozens of values of device fingerprints, and enhances analysis of fingerprints security information. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:1321 / 1337
页数:17
相关论文
共 46 条
[1]  
Acar G., 2014, TECHNICAL REPORT
[2]  
Acar G., 2015, P 2013 ACM SIGSAC C, P1129
[3]   Device Fingerprinting for Augmenting Web Authentication: Classification and Analysis of Methods [J].
Alaca, Furkan ;
van Oorschot, P. C. .
32ND ANNUAL COMPUTER SECURITY APPLICATIONS CONFERENCE (ACSAC 2016), 2016, :289-301
[4]   A light weight authentication protocol for IoT-enabled devices in distributed Cloud Computing environment [J].
Amin, Ruhul ;
Kumar, Neeraj ;
Biswas, G. P. ;
Iqbal, R. ;
Chang, Victor .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2018, 78 :1005-1019
[5]  
[Anonymous], NORD C SEC IT SYST
[6]  
[Anonymous], 2663 RFC
[7]   Disguised Chromium Browser: Robust Browser, Flash and Canvas Fingerprinting Protection [J].
Baumann, Peter ;
Katzenbeisser, Stefan ;
Stopczynski, Martin ;
Tews, Erik .
PROCEEDINGS OF THE 2016 ACM WORKSHOP ON PRIVACY IN THE ELECTRONIC SOCIETY (WPES'16), 2016, :37-46
[8]  
Boda K, 2012, LECT NOTES COMPUT SC, V7161, P31, DOI 10.1007/978-3-642-29615-4_4
[9]  
Brzezinski Jerzy, 2012, Advances in Databases and Information Systems. Proceedings 16th East European Conference, ADBIS 2012, P71, DOI 10.1007/978-3-642-33074-2_6
[10]   Picasso: Lightweight Device Class Fingerprinting for Web Clients [J].
Bursztein, Elie ;
Malyshev, Artem ;
Pietraszek, Tadek ;
Thomas, Kurt .
PROCEEDINGS OF THE 6TH WORKSHOP ON SECURITY AND PRIVACY IN SMARTPHONES AND MOBILE DEVICES (SPSM'16), 2016, :93-102