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All of Statistics: A Concise Course in Statistical Inference - Softcover

 
9781468495522: All of Statistics: A Concise Course in Statistical Inference

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Synopsis

Probability.- Random Variables.- Expectation.- Inequalities.- Convergence of Random Variables.- Models, Statistical Inference and Learning.- Estimating the CDF and Statistical Functionals.- The Bootstrap.- Parametric Inference.- Hypothesis Testing and p-values.- Bayesian Inference.- Statistical Decision Theory.- Linear and Logistic Regression.- Multivariate Models.- Inference about Independence.- Causal Inference.- Directed Graphs and Conditional Independence.- Undirected Graphs.- Loglinear Models.- Nonparametric Curve Estimation.- Smoothing Using Orthogonal Functions.- Classification.- Probability Redux: Stochastic Processes.- Simulation Methods.

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Other Popular Editions of the Same Title

9781441923226: All of Statistics: A Concise Course in Statistical Inference (Springer Texts in Statistics)

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ISBN 10:  1441923225 ISBN 13:  9781441923226
Publisher: Springer, 2010
Softcover