Personal information
Biography
As a postdoctoral fellow at the Institute of Mathematical Sciences Chennai, I primarily focused on nonlinear analysis and dynamical systems. As a doctoral student at the Indian Institute of Technology Mandi, I worked on dynamical systems with impulsive effects and their application to control problems and ecological systems.
My independent research program takes both my doctoral and postdoctoral studies one step further to learning system dynamics and control at the interface of optimization, statistical learning, and dynamical system. This often requires conceptual, innovative, and technical understandings that breakthrough along three different dimensions:
1. Optimization: Convex and non-convex optimization, stochastic optimization, transforming geometrical or physical intuition of a minimization problem into optimization algorithm.
2. Statistical learning: Scalable algorithms that leverage a statistical model to improve its decision making and generalization based on a robust learning principle. Further it finds applications in discriminative and generative learning, and high dimensional estimation.
3. Dynamical system and control: Learning dynamical systems from observed data using embedded linear model, generalized linear model and physics informed predictive model, optimization-based Lyapunov stability.
Activities
Employment (5)
Education and qualifications (5)
Works (15)
10.1016/j.neucom.2014.04.028
2-s2.0-84904256550
10.1007/s00009-014-0449-3
2-s2.0-84905325415
10.1007/s12591-014-0219-5
10.1155/2013/704547
2-s2.0-84887754001
http://dx.doi.org/10.1063/1.4756286
http://dx.doi.org/10.1063/1.4756287