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Published in 2019 at "Journal of Computational and Graphical Statistics"
DOI: 10.1080/10618600.2021.1880921
Abstract: A common method for assessing validity of Bayesian sampling or approximate inference methods makes use of simulated data replicates for parameters drawn from the prior. Under continuity assumptions, quantiles of functions of the simulated parameter…
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Keywords:
adjustment approximate;
law total;
approximate inference;
total variance ... See more keywords
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0
Published in 2021 at "Journal of Computational and Graphical Statistics"
DOI: 10.1080/10618600.2021.1981341
Abstract: Abstract We propose a novel method for regression adjustment in approximate Bayesian computation to help improve the accuracy and computational efficiency of the posterior inference. The proposed method uses random forest regression to model the…
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Keywords:
approximate bayesian;
random forest;
bayesian computation;
adjustment approximate ... See more keywords