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Bayesian Network with Measurement Error

A Bayesian network with measurement error is a probabilistic directed acyclic graphical model in which one or more node variables are observed with error rather than exactly. Latent true-value nodes are introduced for mismeasured variables, and the model jointly infers the network's conditional probability parameters and the unobserved true values from the noisy observations.

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Bayesian Network with Measurement Error (Errors-in-Variables Graphical Model)

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Pearl, J. (1988). Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference. Morgan Kaufmann. · ISBN 978-1558604797
Richardson, S. & Gilks, W. R. (1993). A Bayesian approach to measurement error problems in epidemiology using conditional independence models. American Journal of Epidemiology, 138(6), 430–442. · URL

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Taxonomic bucketBayesian Inference with Measurement Errormachine-suggested · Relational suggestion, not evidence.Same method familyBayesian Networkmachine-suggested · Relational suggestion, not evidence.See alsoLatent Class Analysismachine-suggested · Relational suggestion, not evidence.Taxonomic bucketMCMC with Measurement Errormachine-suggested · Relational suggestion, not evidence.See alsoStructural Equation Modelingmachine-suggested · Relational suggestion, not evidence.