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Bejzijevska mreža sa greškom merenja×Latent Class Analysis (LCA)×
OblastBajesovska statistikaStatistika
PorodicaBayesian methodsLatent structure
Godina nastanka1988 (Bayesian networks); measurement-error extension: 1990s1950s–1968
TvoracJudea Pearl (Bayesian networks); measurement-error extension developed in epidemiology and psychometrics through the 1990s–2000sPaul F. Lazarsfeld
TipProbabilistic graphical model with latent variablesLatent variable / person-centered classification
Temeljni izvorPearl, J. (1988). Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference. Morgan Kaufmann. ISBN: 978-1558604797Goodman, L. A. (1974). Exploratory latent structure analysis using both identifiable and unidentifiable models. Biometrika, 61(2), 215–231. DOI ↗
Drugi naziviBN-ME, errors-in-variables Bayesian network, Bayesian graphical model with measurement error, latent variable Bayesian networkLCA, latent class model, latent categorical analysis, finite mixture of multinomials
Srodne56
SažetakA 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.Latent class analysis identifies unobserved subgroups — latent classes — within a population by finding patterns of responses across a set of categorical observed indicators. It is the categorical-variable counterpart of cluster analysis, but grounded in an explicit probabilistic model, and is widely used in social, health, and behavioral sciences to discover typologies in survey or diagnostic data.
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ScholarGateUporedite metode: Bayesian Network with Measurement Error · Latent Class Analysis. Preuzeto 2026-06-17 sa https://scholargate.app/sr/compare