Shaofeng Zou
PhD
Assistant Professor
Adjunct Assistant Professor
Specialty/Research Focus
Reinforcement learning, machine learning, signal processing and information theory
Selected Publications
- S. Zou, Y. Liang, H. V. Poor, X. Shi. “Data-Driven Approaches for Detecting and Identifying Anomalous Data Streams,” Signal Processing and Machine Learning for Biomedical Big Data, edited by Ervin Sejdic and Tiago Falk, CRC Press, 2018.
- S. Zou, Y. Liang, L. Lai, H. V. Poor, S. Shamai. “A Broadcast Approach to Fading Channels under Secrecy Constraints,” to appear in Information-Theoretic Perspectives on 5G Systems and Beyond, Edited by Ivana Maric, Osvaldo Simeone, Shlomo Shamai (Shitz), Cambridge University Press, 2017.
- S. Zou, V. V. Veeravalli, J. Li, D. Towsley “Quickest Detection of Dynamic Events in Networks”, submitted to IEEE Transactions on Information Theory, July 2018.
- Y. Bu, S. Zou, V. V. Veeravalli, “Linear-Complexity Exponentially-Consistent Tests for Universal Outlying Sequence Detection”, submitted to IEEE Transactions on Signal Processing, Dec. 2017.
- S. Zou, G. Fellouris, V. V. Veeravalli, “Quickest Change Detection under Transient Dynamics: Theory and Asymptotic Analysis”, submitted to IEEE Transactions on Information Theory, Nov. 2017.
- Y. Bu*, S. Zou*, Y. Liang, V. V. Veeravalli. “Estimation of KL Divergence: Optimal Minimax Rate,” IEEE Transactions on Information Theory, vol. 64, no. 4, pp. 2648-2674, April 2018. (Bu and Zou contributed equally).
- S. Zou, Y. Liang, L. Lai, H. V. Poor, S. Shamai (Shitz). “Degraded Broadcast Channel with Secrecy Outside a Bounded Range,” IEEE Transactions on Information Theory, vol. 64, no. 3, pp. 2104-2120, Mar. 2018.
- S. Zou, Y. Liang, H. V. Poor, X. Shi. “Nonparametric Detection of Anomalous Data Streams,” IEEE Transactions on Signal Processing, vol. 65, no. 21, pp. 5785-5797, Nov. 2017.
- S. Zou, Y. Liang, H. V. Poor. “Nonparametric Detection of Geometric Structures over Networks,” IEEE Transactions on Signal Processing, vol. 65, no. 19, pp. 5034-5046, Oct. 2017.
- S. Zou, Y. Liang, L. Lai, H. V. Poor, S. Shamai (Shitz). “Broadcast Networks with Layered Decoding and Layered Secrecy: Theory and Applications,” Proceedings of the IEEE, vol.103, no.10, pp.1841-1856, Oct. 2015.
- S. Zou, Y. Liang, L. Lai, S. Shamai (Shitz). “An Information Theoretic Approach to Secret Sharing,” IEEE Transactions on Information Theory, vol.61, no.6, pp.3121-3136, June 2015.