Robustness of Bayesian Analyses

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Robustness of Bayesian Analyses
Автор
 
Год
 
Страниц
 
326
ISBN
 
ISBN10:0444862099
Издатель
 
Elsevier Science Ltd
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Описание:

This paper presents algorithms for robustness analysis of Bayesian networks with global neighborhoods. Robust Bayesian inference is the calculation of bounds on posterior valuesgiven perturbations in a probabilistic model. We present algorithms for robust inference (including expected utility, expected value and variance bounds) with global perturbations that can be modeled by ffl-contaminated, constant density ratio, constant density bounded and total variation classes of distributions.

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