The concept of sparse representation has been a hot topic in signal processing and statistics communities in the past few years, fueled by the emerging theory of compressive sensing (CS). In this talk, I intend to further extend the scope of its applications to a new direction, called distributed sensing and perception. The research is motivated by the development of modern portable sensor...