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Scalable, Lifted Maximum a Posteriori Inference
This dissertation focuses on Markov logic networks (MLNs), a knowledge representation tool that elegantly unifies first-order logic (FOL) and probabilistic graphical models (PGMs). FOL enables compact representation while ...
Essays on Consumer Credit Card Profitability and Risk
With three essays, this dissertation investigates risk and profitability of consumer credit cards. In the first essay (Chapter 2), I look at the customer profitability within the affinity program context. Specifically, I ...