
PACBayes, MACBayes and Conditional Mutual Information: Fast rate bounds that handle general VC classes
We give a novel, unified derivation of conditional PACBayesian and mutu...
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Safe Tests and AlwaysValid Confidence Intervals for contingency tables and beyond
We develop E variables for testing whether two data streams come from th...
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Minimax rates without the fixed sample size assumption
We generalize the notion of minimax convergence rate. In contrast to the...
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Discovering outstanding subgroup lists for numeric targets using MDL
The task of subgroup discovery (SD) is to find interpretable description...
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SafeBayesian Generalized Linear Regression
We study generalized Bayesian inference under misspecification, i.e. whe...
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Minimum Description Length Revisited
This is an uptodate introduction to and overview of the Minimum Descri...
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Safe Testing
We present a new theory of hypothesis testing. The main concept is the S...
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Optional Stopping with Bayes Factors: a categorization and extension of folklore results, with an application to invariant situations
It is often claimed that Bayesian methods, in particular Bayes factor me...
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Safe Probability
We formalize the idea of probability distributions that lead to reliable...
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HorizonIndependent Optimal Prediction with LogLoss in Exponential Families
We study online learning under logarithmic loss with regular parametric ...
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Proceedings of the TwentySixth Conference on Uncertainty in Artificial Intelligence (2010)
This is the Proceedings of the TwentySixth Conference on Uncertainty in...
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Adaptive Hedge
Most methods for decisiontheoretic online learning are based on the Hed...
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Catching Up Faster by Switching Sooner: A Prequential Solution to the AICBIC Dilemma
Bayesian model averaging, model selection and its approximations such as...
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Peter Grünwald
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