We are primarily concerned with analyzing and mining complex data in various forms - including structured and semi-structured data, signal streams, images and videos - in order to characterize and understand the underlying phenomena and obtain actionable insights. Most of our approaches are based on statistical machine learning, data mining and AI techniques that are attuned to complex data and scalable computation. We address fundamental conceptual/algorithmic issues and also work on a wide variety of real-life applications.