Skip to main content

2023 | OriginalPaper | Buchkapitel

Cyber Deception Against Zero-Day Attacks: A Game Theoretic Approach

verfasst von : Md Abu Sayed, Ahmed H. Anwar, Christopher Kiekintveld, Branislav Bosansky, Charles Kamhoua

Erschienen in: Decision and Game Theory for Security

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Reconnaissance activities precedent other attack steps in the cyber kill chain. Zero-day attacks exploit unknown vulnerabilities and give attackers the upper hand against conventional defenses. Honeypots have been used to deceive attackers by misrepresenting the true state of the network. Existing work on cyber deception does not model zero-day attacks. In this paper, we address the question of “How to allocate honeypots over the network?” to protect its most valuable assets. To this end, we develop a two-player zero-sum game theoretic approach to study the potential reconnaissance tracks and attack paths that attackers may use. However, zero-day attacks allow attackers to avoid placed honeypots by creating new attack paths. Therefore, we introduce a sensitivity analysis to investigate the impact of different zero-day vulnerabilities on the performance of the proposed deception technique. Next, we propose several mitigating strategies to defend the network against zero-day attacks based on this analysis. Finally, our numerical results validate our findings and illustrate the effectiveness of the proposed defense approach.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
2.
Zurück zum Zitat Schuster, R., Shmatikov, V., Tromer, E.: Beauty and the burst: remote identification of encrypted video streams. In: 26th USENIX Security Symposium (USENIX Security 2017), pp. 1357–1374 (2017) Schuster, R., Shmatikov, V., Tromer, E.: Beauty and the burst: remote identification of encrypted video streams. In: 26th USENIX Security Symposium (USENIX Security 2017), pp. 1357–1374 (2017)
4.
Zurück zum Zitat Bansal, G., Kumar, N., Nandi, S., Biswas, S.: Detection of NDP based attacks using MLD. In: Proceedings of the Fifth International Conference on Security of Information and Networks, pp. 163–167 (2012) Bansal, G., Kumar, N., Nandi, S., Biswas, S.: Detection of NDP based attacks using MLD. In: Proceedings of the Fifth International Conference on Security of Information and Networks, pp. 163–167 (2012)
6.
Zurück zum Zitat Zhu, Q., Rass, S.: On multi-phase and multi-stage game-theoretic modeling of advanced persistent threats. IEEE Access 6, 13958–13971 (2018)CrossRef Zhu, Q., Rass, S.: On multi-phase and multi-stage game-theoretic modeling of advanced persistent threats. IEEE Access 6, 13958–13971 (2018)CrossRef
7.
Zurück zum Zitat Anwar, A.H., Kamhoua, C., Leslie, N.: A game-theoretic framework for dynamic cyber deception in Internet of Battlefield Things. In: Proceedings of the 16th EAI International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services, pp. 522–526 (2019) Anwar, A.H., Kamhoua, C., Leslie, N.: A game-theoretic framework for dynamic cyber deception in Internet of Battlefield Things. In: Proceedings of the 16th EAI International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services, pp. 522–526 (2019)
8.
Zurück zum Zitat Wang, C., Zhuo, L.: Cyber deception: overview and the road ahead. IEEE Secur. Priv. 16(2), 80–85 (2018)CrossRef Wang, C., Zhuo, L.: Cyber deception: overview and the road ahead. IEEE Secur. Priv. 16(2), 80–85 (2018)CrossRef
9.
Zurück zum Zitat Mokube, I., Adams, M.: Honeypots: concepts, approaches, and challenges. In: Proceedings of the 45th Annual Southeast Regional Conference, pp. 321–326 (2007) Mokube, I., Adams, M.: Honeypots: concepts, approaches, and challenges. In: Proceedings of the 45th Annual Southeast Regional Conference, pp. 321–326 (2007)
10.
Zurück zum Zitat Lallie, H.S., Debattista, K., Bal, J.: A review of attack graph and attack tree visual syntax in cyber security. Comput. Sci. Rev. 35, 100219 (2020)MathSciNetCrossRefMATH Lallie, H.S., Debattista, K., Bal, J.: A review of attack graph and attack tree visual syntax in cyber security. Comput. Sci. Rev. 35, 100219 (2020)MathSciNetCrossRefMATH
11.
Zurück zum Zitat Ou, X., Boyer, W.F., McQueen, M.A.: A scalable approach to attack graph generation. In: Proceedings of the 13th ACM Conference on Computer and Communications Security, pp. 336–345 (2006) Ou, X., Boyer, W.F., McQueen, M.A.: A scalable approach to attack graph generation. In: Proceedings of the 13th ACM Conference on Computer and Communications Security, pp. 336–345 (2006)
12.
Zurück zum Zitat Bilge, L., Dumitraş, T.: Before we knew it: an empirical study of zero-day attacks in the real world. In: Proceedings of the 2012 ACM Conference on Computer and Communications Security, pp. 833–844 (2012) Bilge, L., Dumitraş, T.: Before we knew it: an empirical study of zero-day attacks in the real world. In: Proceedings of the 2012 ACM Conference on Computer and Communications Security, pp. 833–844 (2012)
13.
Zurück zum Zitat Zhu, M., Anwar, A.H., Wan, Z., Cho, J.-H., Kamhoua, C.A., Singh, M.P.: A survey of defensive deception: approaches using game theory and machine learning. IEEE Commun. Surv. Tutor. 23(4), 2460–2493 (2021)CrossRef Zhu, M., Anwar, A.H., Wan, Z., Cho, J.-H., Kamhoua, C.A., Singh, M.P.: A survey of defensive deception: approaches using game theory and machine learning. IEEE Commun. Surv. Tutor. 23(4), 2460–2493 (2021)CrossRef
14.
Zurück zum Zitat Schlenker, A., Thakoor, O., Xu, H., Fang, F., Tambe, M., Vayanos, P.: Game theoretic cyber deception to foil adversarial network reconnaissance. In: Jajodia, S., Cybenko, G., Subrahmanian, V.S., Swarup, V., Wang, C., Wellman, M. (eds.) Adaptive Autonomous Secure Cyber Systems, pp. 183–204. Springer, Cham (2020). https://doi.org/10.1007/978-3-030-33432-1_9CrossRef Schlenker, A., Thakoor, O., Xu, H., Fang, F., Tambe, M., Vayanos, P.: Game theoretic cyber deception to foil adversarial network reconnaissance. In: Jajodia, S., Cybenko, G., Subrahmanian, V.S., Swarup, V., Wang, C., Wellman, M. (eds.) Adaptive Autonomous Secure Cyber Systems, pp. 183–204. Springer, Cham (2020). https://​doi.​org/​10.​1007/​978-3-030-33432-1_​9CrossRef
15.
Zurück zum Zitat Pawlick, J., Zhu, Q.: Deception by design: evidence-based signaling games for network defense. arXiv preprint arXiv:1503.05458 (2015) Pawlick, J., Zhu, Q.: Deception by design: evidence-based signaling games for network defense. arXiv preprint arXiv:​1503.​05458 (2015)
16.
Zurück zum Zitat Fraser, N.M., Hipel, K.W.: Conflict Analysis: Models and Resolutions. North-Holland (1984) Fraser, N.M., Hipel, K.W.: Conflict Analysis: Models and Resolutions. North-Holland (1984)
17.
Zurück zum Zitat Vane, R., Lehner, P.E.: Using hypergames to select plans in adversarial environments. In: Proceedings of the 1st Workshop on Game Theoretic and Decision Theoretic Agents, pp. 103–111 (1999) Vane, R., Lehner, P.E.: Using hypergames to select plans in adversarial environments. In: Proceedings of the 1st Workshop on Game Theoretic and Decision Theoretic Agents, pp. 103–111 (1999)
18.
Zurück zum Zitat Ferguson-Walter, K., Fugate, S., Mauger, J., Major, M.: Game theory for adaptive defensive cyber deception. In: Proceedings of the 6th Annual Symposium on Hot Topics in the Science of Security, p. 4. ACM (2019) Ferguson-Walter, K., Fugate, S., Mauger, J., Major, M.: Game theory for adaptive defensive cyber deception. In: Proceedings of the 6th Annual Symposium on Hot Topics in the Science of Security, p. 4. ACM (2019)
20.
Zurück zum Zitat Nguyen, T., Yang, R., Azaria, A., Kraus, S., Tambe, M.: Analyzing the effectiveness of adversary modeling in security games. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 27, pp. 718–724 (2013) Nguyen, T., Yang, R., Azaria, A., Kraus, S., Tambe, M.: Analyzing the effectiveness of adversary modeling in security games. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 27, pp. 718–724 (2013)
21.
Zurück zum Zitat Sinha, A., Fang, F., An, B., Kiekintveld, C., Tambe, M.: Stackelberg security games: looking beyond a decade of success. IJCAI (2018) Sinha, A., Fang, F., An, B., Kiekintveld, C., Tambe, M.: Stackelberg security games: looking beyond a decade of success. IJCAI (2018)
22.
Zurück zum Zitat Eder-Neuhauser, P., Zseby, T., Fabini, J., Vormayr, G.: Cyber attack models for smart grid environments. Sustain. Energy Grids Netw. 12, 10–29 (2017)CrossRef Eder-Neuhauser, P., Zseby, T., Fabini, J., Vormayr, G.: Cyber attack models for smart grid environments. Sustain. Energy Grids Netw. 12, 10–29 (2017)CrossRef
23.
Zurück zum Zitat Al-Rushdan, H., Shurman, M., Alnabelsi, S.H., Althebyan, Q.: Zero-day attack detection and prevention in software-defined networks. In: 2019 International Arab Conference on Information Technology (ACIT), pp. 278–282. IEEE (2019) Al-Rushdan, H., Shurman, M., Alnabelsi, S.H., Althebyan, Q.: Zero-day attack detection and prevention in software-defined networks. In: 2019 International Arab Conference on Information Technology (ACIT), pp. 278–282. IEEE (2019)
24.
Zurück zum Zitat Ammann, P., Wijesekera, D., Kaushik, S.: Scalable, graph-based network vulnerability analysis. In: Proceedings of the 9th ACM Conference on Computer and Communications Security, pp. 217–224 (2002) Ammann, P., Wijesekera, D., Kaushik, S.: Scalable, graph-based network vulnerability analysis. In: Proceedings of the 9th ACM Conference on Computer and Communications Security, pp. 217–224 (2002)
25.
Zurück zum Zitat Başar, T., Olsder, G.J.: Dynamic Noncooperative Game Theory, vol. 23. SIAM (1999) Başar, T., Olsder, G.J.: Dynamic Noncooperative Game Theory, vol. 23. SIAM (1999)
Metadaten
Titel
Cyber Deception Against Zero-Day Attacks: A Game Theoretic Approach
verfasst von
Md Abu Sayed
Ahmed H. Anwar
Christopher Kiekintveld
Branislav Bosansky
Charles Kamhoua
Copyright-Jahr
2023
DOI
https://doi.org/10.1007/978-3-031-26369-9_3

Premium Partner