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चुनी हुई विधियों की आमने-सामने समीक्षा करें; भिन्नता वाली पंक्तियाँ रेखांकित हैं।

मजबूत अन्वेषी कारक विश्लेषण×दृढ़ निश्चयात्मक कारक विश्लेषण (Robust Confirmatory Factor Analysis)×
क्षेत्रमनोमितिसांख्यिकी
परिवारLatent structureLatent structure
उद्भव वर्ष2000–20031984–1994
प्रवर्तकPison, Rousseeuw, Filzmoser, and Croux; Yuan and Bentler (parallel streams)Satorra & Bentler (robust SE/chi-square corrections); Browne (ADF estimator)
प्रकारLatent variable / dimension reduction (robust)Confirmatory latent variable model with robust estimation
मौलिक स्रोतYuan, K.-H., & Bentler, P. M. (2000). Robust mean and covariance structure analysis through iteratively reweighted least squares. Psychometrika, 65(1), 43–58. DOI ↗Satorra, A. & Bentler, P. M. (1994). Corrections to test statistics and standard errors in covariance structure analysis. In A. von Eye & C. C. Clogg (Eds.), Latent variables analysis: Applications for developmental research (pp. 399–419). Sage. link ↗
उपनामrobust EFA, robust factor analysis, outlier-resistant factor analysis, EFA with robust estimationRobust CFA, CFA with robust standard errors, Satorra-Bentler CFA, non-normal CFA
संबंधित46
सारांशRobust exploratory factor analysis discovers the latent factor structure of a set of items using estimation methods that are resistant to outliers and violations of multivariate normality. It applies the same measurement model as standard EFA but replaces classical covariance estimation with robust counterparts — such as minimum covariance determinant or iteratively reweighted least squares — so that a small fraction of atypical cases cannot distort the recovered factor loadings.Robust confirmatory factor analysis fits a pre-specified factor structure to observed data while correcting standard errors and goodness-of-fit statistics for violations of multivariate normality. It is the preferred variant of CFA whenever Likert-type, skewed, or kurtotic indicators make the classical normal-theory estimator unreliable.
ScholarGateडेटासेट
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  1. v1
  2. 2 स्रोत
  3. PUBLISHED

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ScholarGateविधियों की तुलना करें: Robust Exploratory Factor Analysis · Robust Confirmatory Factor Analysis. 2026-06-17 को यहाँ से प्राप्त https://scholargate.app/hi/compare