My research interest are the following:
Optimization.
Statistical Learning.
dynamical system and control.
In summary, my current research interests lie in the interface of optimization, statistical learning, and control with understanding and development of efficient optimization algorithms for machine intelligence, system dynamics and control. This often requires conceptual, innovations, and technical (for scientific inference and transforming a large amount of data-sets into useful information with better decisions in the face of uncertainty) breakthroughs along three different dimensions:
1. Optimization of convex and non-convex problems
2. Scalable algorithms that leverage a statistical model to improve its decision making and learning.
3. Data-driven control and optimization in dynamical processes