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تحلیل طبقه‌ای نهفته بیزی (BLCA)×تحلیل رخ‌نمای پنهان (LPA)×
حوزهآمارروان‌سنجی
خانوادهLatent structureLatent structure
سال پیدایش1990s–2000s2010
پدیدآورLazarsfeld (classical LCA); Bayesian formulation developed through Cheeseman & Stutz (1996) and Dunson & Xing (2009)Lazarsfeld & Henry; Collins & Lanza
نوعBayesian latent variable / finite mixture modelPerson-centered finite mixture model
منبع بنیادینDunson, D. B. & Xing, C. (2009). Nonparametric Bayes modeling of multivariate categorical data. Journal of the American Statistical Association, 104(487), 1042–1051. DOI ↗Collins, L. M., & Lanza, S. T. (2010). Latent Class and Latent Transition Analysis. Wiley. ISBN: 978-0-470-22839-7
نام‌های دیگرBayesian LCA, BLCA, Bayesian mixture of multinomials, Bayesian finite mixture modelContinuous Latent Class Analysis, Gaussian Profile Mixture Model, Person-Centered Cluster Analysis, Gizil Profil Analizi
مرتبط62
خلاصهBayesian latent class analysis extends classical LCA by placing prior distributions on all model parameters and using posterior inference — typically via MCMC — to classify individuals into unobserved categorical groups, quantify uncertainty around class membership, and select the number of classes in a principled, probabilistic way.Latent Profile Analysis (LPA) is a person-centered finite mixture modeling technique that identifies unobserved subgroups — called profiles — within a population based on patterns of scores across multiple continuous indicators. Rooted in Lazarsfeld and Henry's latent structure tradition and formally synthesized for applied behavioral research by Collins and Lanza (2010), LPA assumes that observed heterogeneity in continuous data arises from a discrete number of latent classes, each characterized by a unique multivariate mean profile.
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ScholarGateمقایسهٔ روش‌ها: Bayesian Latent Class Analysis · Latent Profile Analysis. بازیابی‌شده در 2026-06-17 از https://scholargate.app/fa/compare