Visible to the public Biblio

Filters: Author is Huaiyu Dai  [Clear All Filters]
2015-04-02
Yufan Huang, Xiaofan He, Huaiyu Dai.  2015.  Poster: Systematization of Metrics in Intrusion Detection Systems. ACM Proc. Of the Symposium and Bootcamp on the Science of Security (HotSoS), University of Illinois at Urbana-Champaign, IL.
2015-04-07
Yufan Huang, Xiaofan He, Huaiyu Dai.  2015.  Poster: Systematization of Metrics in Intrusion Detection Systems. ACM Proc. Of the Symposium and Bootcamp on the Science of Security (HotSoS), University of Illinois at Urbana-Champaign, IL.
2015-12-22
Xiaofan He, Huaiyu Dai, Peng Ning, Rudra Dutta.  2015.  Dynamic IDS Configuration in the Presence of Intruder Type Uncertainty. IEEE Global Conference on Communications (GLOBECOM).

Intrusion detection systems (IDSs) assume increasingly importance in past decades as information systems become ubiquitous. Despite the abundance of intrusion detection algorithms developed so far, there is still no single detection algorithm or procedure that can catch all possible intrusions; also, simultaneously running all these algorithms may not be feasible for practical IDSs due to resource limitation. For these reasons, effective IDS configuration becomes crucial for real-time intrusion detection. However, the uncertainty in the intruder’s type and the (often unknown) dynamics involved with the target system pose challenges to IDS configuration. Considering these challenges, the IDS configuration problem is formulated as an incomplete information stochastic game in this work, and a new algorithm, Bayesian Nash-Q learning, that combines conventional reinforcement learning with a Bayesian type identification procedure is proposed. Numerical results show that the proposed algorithm can identify the intruder’s type with high fidelity and provide effective configuration.

2016-09-26
Richeng Jin, Xiaofan He, Huaiyu Dai.  2016.  Collaborative IDS Configuration: A Two-layer Game Approach. IEEE Global Conference on Communications (GLOBECOM).
2017-04-07
2017-06-14
Xiaofan He, Mohammad M. Islam, Richeng Jin, Huaiyu Dai.  2017.  Foresighted Deception in Dynamic Security Games. IEEE International Conference on Communications (ICC).
2017-06-30
Xiaofan He, Mohammad M. Islam, Richeng Jin, Huaiyu Dai.  2017.  Foresighted Deception in Dynamic Security Games. IEEE International Conference on Communications (ICC).