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Bayesian Hierarchical Model×प्रच्छन्न वृद्धि वक्र मॉडल (LGC)×
क्षेत्रबायेसियनसांख्यिकी
परिवारBayesian methodsLatent structure
उद्भव वर्ष20061990
प्रवर्तकGelman & Hill (2006); Bayesian multilevel traditionMeredith & Tisak
प्रकारhierarchical probabilistic modelLatent variable / longitudinal growth model
मौलिक स्रोतGelman, A. & Hill, J. (2006). Data Analysis Using Regression and Multilevel/Hierarchical Models. Cambridge University Press. DOI ↗Meredith, W. & Tisak, J. (1990). Latent Curve Analysis. Psychometrika, 55(1), 107–122. DOI ↗
उपनामmultilevel Bayes, Bayesian multilevel model, Bayesian HLM, partial pooling modellatent growth model, LGC, growth curve model, Gizil Büyüme Eğrisi Modeli
संबंधित45
सारांशBayesian hierarchical modelling, popularised by Gelman and Hill (2006), is a Bayesian approach to nested data structures — such as students within schools within districts — that estimates separate parameters at each level while allowing those levels to share statistical strength through a mechanism called partial pooling. Where a classical hierarchical linear model treats group means as fixed unknown quantities, the Bayesian version places hyperprior distributions on those group means so that information flows freely across levels, producing more reliable group-level estimates whenever any individual group has few observations.The latent growth curve model is a structural equation modelling approach introduced by Meredith and Tisak (1990) for analysing change over time. It treats each individual's starting point (intercept) and rate of change (slope) as latent variables, simultaneously estimating the average trajectory across the sample and the extent to which individuals differ in their own trajectories.
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