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Statistical Methods - IIT Kanpur

8 Statistical MethodsRaghu Nandan Sengupta and Debasis Basic Concepts of data analysis .. Probability .. Space and Events .. , Interpretations, and Properties of Probability .. -Field, Random Variables, and SomeImportantResults .. Estimation .. of Estimation .. MethodofMomentEstimators .. Estimators .. Linear and Nonlinear Regression analysis .. Regression analysis .. Bayesian Inference .. Regression Introduction to Multivariate analysis .. JointandMarginalDistribution .. MultinomialDistribution .. Multivariate MultivariateExtremeValueDistribution .. MLEE stimatesofParameters(RelatedtoMNDOnly) .. Copula Theory .. Principal Component analysis .. Factor analysis .. Mathematical Formulation of Factor analysis .. Estimation in Factor analysis .. Principal Component Method.

For a univariate data, the most popular methods are histogram, bar chart, frequency tables, box plot, or the stem and leaf plots. For bivariate or multivariate data, the useful methods are scatter plots or Chernoff faces. A wonderful exposition of the different exploratory data analysis techniques can be found in Tukey

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