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• W3114689771 abstract "A learning procedure takes as input a dataset and performs inference for the parameters θ of a model that is assumed to have given rise to the dataset. Here we consider learning procedures whose output is a probability distribution, representing uncertainty about θ after seeing the dataset. Bayesian inference is a prime example of such a procedure, but one can also construct other learning procedures that return distributional output. This paper studies conditions for a learning procedure to be considered calibrated, in the sense that the true data-generating parameters are plausible as samples from its distributional output. A learning procedure whose inferences and predictions are systematically over- or under-confident will fail to be calibrated. On the other hand, a learning procedure that is calibrated need not be statistically efficient. A hypothesis-testing framework is developed in order to assess, using simulation, whether a learning procedure is calibrated. Several vignettes are presented to illustrate different aspects of the framework." @default.
• W3114689771 created "2021-01-05" @default.
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• W3114689771 date "2020-12-23" @default.
• W3114689771 modified "2023-10-15" @default.
• W3114689771 title "Testing whether a Learning Procedure is Calibrated" @default.
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• W3114689771 hasPublicationYear "2020" @default.
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