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, leading to the absence of a one-to-one mapping between parameters and outcomes. Theory typically has little to say about …
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This book is a rigorous but practical presentation of the Bayesian techniques of uncertainty quantification, with applications in R. This volume includes mathematical arguments at the level necessary to make the presentation rigorous and the assumptions clearly established, while maintaining a...
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Morton and Wecker (1977) stated that the value iteration algorithm solves a dynamic program's policy function faster than its value function when the limiting Markov chain is ergodic. I show that their proof is incomplete, and provide a new proof of this classic result. I use this result to...
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dataset is heterogeneous and skewed. In this paper, we propose a data sampling method that robustly selects training …/validation data. We formulate the training/validation data sampling process as a two-player game: a trainer aims to sample training … error. Robust sampling is achieved at the game equilibrium. To accelerate the searching process, we adopt reinforcement …
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