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Bayesiansk Hierarkisk Lineær Model×Hierarkisk Lineær Model (HLM)×
FagområdeStatistikStatistik
FamilieRegression modelRegression model
Oprindelsesår20061992
OphavspersonGelman & Hill (2006); Raudenbush & Bryk (2002) for frequentist HLM; Bayesian treatment consolidated by Gelman et al.Bryk & Raudenbush
TypeBayesian multilevel linear modelMultilevel linear regression
Oprindelig kildeGelman, A., & Hill, J. (2006). Data Analysis Using Regression and Multilevel/Hierarchical Models. Cambridge University Press. ISBN: 978-0521686891Raudenbush, S. W., & Bryk, A. S. (2002). Hierarchical Linear Models: Applications and Data Analysis Methods (2nd ed.). Sage Publications. ISBN: 978-0761919049
AliasserBayesian HLM, Bayesian multilevel linear model, Bayesian random-effects linear model, Bayes hierarchical regressionHLM, multilevel linear model, nested data model, random coefficient model
Relaterede54
ResuméThe Bayesian Hierarchical Linear Model (Bayesian HLM) estimates linear relationships in nested or clustered data by placing prior distributions on all model parameters and updating them with observed data. It simultaneously models variation within groups and between groups, propagating uncertainty fully through posterior distributions rather than relying on asymptotic approximations.The Hierarchical Linear Model (HLM) is a multilevel regression method designed for data in which lower-level units (e.g., students, patients) are nested within higher-level groups (e.g., schools, hospitals). It simultaneously models within-group relationships and between-group variation, producing unbiased estimates and correct standard errors that ordinary regression cannot provide for nested data.
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ScholarGateSammenlign metoder: Bayesian Hierarchical Linear Model · Hierarchical Linear Model. Hentet 2026-06-17 fra https://scholargate.app/da/compare