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अव्यक्त प्रोफ़ाइल विश्लेषण (LPA)×अव्यक्त वर्ग विश्लेषण (Latent Class Analysis - LCA)×
क्षेत्रमनोमितिसांख्यिकी
परिवारLatent structureLatent structure
उद्भव वर्ष20101950s–1968
प्रवर्तकLazarsfeld & Henry; Collins & LanzaPaul F. Lazarsfeld
प्रकारPerson-centered finite mixture modelLatent variable / person-centered classification
मौलिक स्रोतCollins, L. M., & Lanza, S. T. (2010). Latent Class and Latent Transition Analysis. Wiley. ISBN: 978-0-470-22839-7Goodman, L. A. (1974). Exploratory latent structure analysis using both identifiable and unidentifiable models. Biometrika, 61(2), 215–231. DOI ↗
उपनामContinuous Latent Class Analysis, Gaussian Profile Mixture Model, Person-Centered Cluster Analysis, Gizil Profil AnaliziLCA, latent class model, latent categorical analysis, finite mixture of multinomials
संबंधित26
सारांशLatent 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.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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ScholarGateविधियों की तुलना करें: Latent Profile Analysis · Latent Class Analysis. 2026-06-18 को यहाँ से प्राप्त https://scholargate.app/hi/compare