This session features three researchers working on extending mixture-model based classification in three different ways. First, Alex Sharp will discuss recent developments in extending finite mixture to functional data. Second, Dr. Sanjeena Dang will discuss the development of a finite mixture model for clustering discrete-type data. Third, Dr. Jeff Andrews will discuss finite mixture models for longitudinal data with dynamic group membership.