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routineStatistical & Classical MLBayesian inference2607.19206

Some cautionary tales about Bayesian predictive inference

Emanuela Dreassi, Fabrizio Leisen, Luca Pratelli, Pietro Rigo

math.ST stat.ME stat.ML

Abstract

Two misunderstandings, frequently arising in Bayesian predictive inference, are discussed. The first deals with the data generating mechanism, while the second consists in overestimating the role played by asymptotic exchangeability. Some consequences of such misunderstandings are highlighted through examples.

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Classified with taxonomy v2 on Wed, 2 Sept 2026.

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