Paget, Bryan2019-09-112019-09-112019-09-11http://hdl.handle.net/10393/39603http://dx.doi.org/10.20381/ruor-23846This thesis is a survey of the mathematical theory of Generative Adversarial Networks (GANs). The relevant theories discussed are game theory, information theory and optimal transport theory.engame theoryinformation theoryoptimal transport theoryGenerative Adversarial NetworksAn Introduction to Generative Adversarial NetworksThesis