Bayesian Compressive Sensing

D. Kuzin, O. Isupova, L. Mihaylova, "Compressive sensing approaches for autonomous object detection in video sequences", Sensor Data Fusion: Trends, Solutions, Applications, SDF 2015, 2015.

D. Kuzin, O. Isupova, L. Mihaylova, "Compressive Sensing Approaches for Autonomous Object Detection in Video Sequences", Preprint, 2017.

D. Kuzin, O. Isupova, L. Mihaylova, "Spatio-Temporal Structured Sparse Regression with Hierarchical Gaussian Process Priors", IEEE Transactions on Signal Processing, Volume 66, No. 17, pages 4598-4611, 2018.

D. Kuzin, "Sparse Machine Learning Methods for Autonomous Decision Making", PhD Thesis, University of Sheffield, 2018.