Gogate, Vibhav2017-01-052018-02-162017-01-052018-02-162017-01-052016-12http://hdl.handle.net/10735.1/5204Graphical modeling (Statistics)Set theoryStatistical matchingProbabilistic databasesComputer networks--ScalabilityScalable Learning Approaches for Sum-Product-Cutset NetworksDissertation