Attributing Hacks

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Liu, Ziqi; Smola, Alexander J.; Soska, Kyle; Wang, Yu-Xiang; Zheng, Qinghua; Zhou, Jun;
  • Subject: Statistics - Applications | Computer Science - Learning | Computer Science - Cryptography and Security

In this paper we describe an algorithm for estimating the provenance of hacks on websites. That is, given properties of sites and the temporal occurrence of attacks, we are able to attribute individual attacks to joint causes and vulnerabilities, as well as estimating t... View more
  • References (18)
    18 references, page 1 of 2

    Borgolte, Kevin, Kruegel, Christopher, and Vigna, Giovanni. Delta: automatic identification of unknown web-based infection campaigns. In ACM SIGSAC conference on Computer & communications security, pp. 109-120. ACM, 2013.

    Bradic, Jelena, Song, Rui, and Diego, San. Structured Estimation in Nonparameteric Cox Model. pp. 1-34, 2012. doi: 10.1214/15-EJS1004.

    Cox, David R. Regression models and life tables (with discussion). Journal of the Royal Statistical Society., 34(2):187-220, 1972.

    Cox, David R. Partial likelihood. Biometrika, 62(2):269-276, 1975.

    De Boor, Carl. A practical guide to splines. Springer-Verlag New York, 1978.

    Fan, Jianqing and Li, Runze. Variable selection via nonconcave penalized likelihood and its oracle properties. Journal of the American statistical Association, 96(456):1348-1360, 2001.

    Kim, Seung-jean, Koh, Kwangmoo, Boyd, Stephen, and Gorinevsky, Dimitry. L1 trend filtering. SIAM Review, 51(2):339-360, 2009.

    Leontiadis, Nektarios, Moore, Tyler, and Christin, Nicolas. A Nearly Four-Year Longitudinal Study of Search-Engine Poisoning. In ACM SIGSAC Conference on Computer and Communications Security, pp. 930-941. ACM, 2014.

    Mammen, Enno, van de Geer, Sara, et al. Locally adaptive regression splines. The Annals of Statistics, 25(1):387-413, 1997.

    Mavrommatis, Niels Provos Panayiotis and Monrose, Moheeb Abu Rajab Fabian. All your iframes point to us. In USENIX Security Symposium, pp. 1-16, 2008.

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