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Transitions, Losses, and Re-parameterizations: Elements of Prediction Games

Parameswaran, Kamalaruban


This thesis presents some geometric insights into three different types of two-player prediction games – namely general learning task, prediction with expert advice, and online convex optimization. These games differ in the nature of the opponent (stochastic, adversarial, or intermediate), the order of the players' move, and the utility function. The insights shed some light on the understanding of the intrinsic barriers of the prediction problems and the...[Show more]

CollectionsOpen Access Theses
Date published: 2017
Type: Thesis (PhD)


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