Argumentation Models for Cyber Attribution

作者: Paulo Shakarian , Gerardo I. Simari , Andrew Ruef , Eric Nunes

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摘要: A major challenge in cyber-threat analysis is combining information from different sources to find the person or group responsible for cyber-attack. It one of most important technical and policy challenges cyber-security. The lack ground truth an individual attack has limited previous studies. In this paper, we take a first step towards overcoming limitation by building dataset capture-the-flag event held at DEFCON, propose argumentation model based on formal reasoning framework called DeLP (Defeasible Logic Programming) designed aid analyst attributing We build models latent variables reduce search space culprits (attackers), show that reduction significantly improves performance classification-based approaches 37% 62% identifying attacker.

参考文章(17)
Paulo Shakarian, Gerardo I. Simari, Geoffrey Moores, Simon Parsons, Cyber Attribution: An Argumentation-Based Approach Advances in Information Security. ,vol. 56, pp. 151- 171 ,(2015) , 10.1007/978-3-319-14039-1_8
John Wylie Lloyd, Foundations of logic programming ,(1984)
Marc Dacier, Van-Hau Pham, Olivier Thonnard, The WOMBAT Attack Attribution Method: Some Results international conference on information systems security. ,vol. 5905, pp. 19- 37 ,(2009) , 10.1007/978-3-642-10772-6_3
Michael Brückner, Tobias Scheffer, Stackelberg games for adversarial prediction problems Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '11. pp. 547- 555 ,(2011) , 10.1145/2020408.2020495
J.D. Tygar, Adversarial Machine Learning IEEE Internet Computing. ,vol. 15, pp. 4- 6 ,(2011) , 10.1109/MIC.2011.112
Thomas Rid, Ben Buchanan, Attributing Cyber Attacks Journal of Strategic Studies. ,vol. 38, pp. 4- 37 ,(2015) , 10.1080/01402390.2014.977382
Elizabeth I. Sklar, Simon Parsons, Zimi Li, Jordan Salvit, Senni Perumal, Holly Wall, Jennifer Mangels, Evaluation of a trust-modulated argumentation-based interactive decision-making tool Autonomous Agents and Multi-Agent Systems. ,vol. 30, pp. 136- 173 ,(2016) , 10.1007/S10458-015-9289-1
Frieder Stolzenburg, Alejandro J. García, Carlos I. Chesñevar, Guillermo R. Simari, Computing Generalized Specificity Journal of Applied Non-Classical Logics. ,vol. 13, pp. 87- 113 ,(2003) , 10.3166/JANCL.13.87-113
Michael Brückner, Tobias Scheffer, Christian Kanzow, Static prediction games for adversarial learning problems Journal of Machine Learning Research. ,vol. 13, pp. 2617- 2654 ,(2012)