Convex/Non-Convex Optimization, Robust Optimization, Deep Learning, Statistical Learning Theory.
Machine Learning, Convex Optimization
Theoretical and algorithmic aspects of convex optimization methods, Machine Learning, Image Processing,
Deep Learning, Medical Imaging, Inverse problems, Compressed Sensing
Integrated Circuit Design, Dimensionality reduction, Implantable neurotechnology, High-speed data conversion and timing circuits.
Convex Optimization, Stochastic Optimization, Image Processing
Statistical Learning Theory, Convex/Non-Convex Optimization, Concentration of Measure, Phenomenon
Performance analysis of optimization algorithms, Stochastic optimization, Scalable convex optimization
Machine learning algorithms
Image processing, Compressive sensing for wireless communication applications, Convex optimization
Convex optimization, Structured sparsity, Submodular and discrete optimization, Theoretical computer science
Analog/mixed-signal integrated circuits design
High-dimensional statistics, Machine learning, Convex optimization, Classical and quantum information theories
Machine Learning, Convex and Non-convex Analysis and Optimization, Data Analytics and Mining, Structured Low Dimensional Models, Compressed Sensing,
Array signal processing, Sparse component analysis, Statistical pattern recognition