All of Statistics A Concise Course in Statistical Inference

ISBN-10: 0387402721

ISBN-13: 9780387402727

Edition: 2004

List price: $99.00 Buy it from $67.35
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Description:

This book is for people who want to learn probability and statistics quickly. It brings together many of the main ideas in modern statistics in one place. The book is suitable for students and researchers in statistics, computer science, data mining and machine learning. This book covers a much wider range of topics than a typical introductory text on mathematical statistics. It includes modern topics like nonparametric curve estimation, bootstrapping and classification, topics that are usually relegated to follow-up courses. The reader is assumed to know calculus and a little linear algebra. No previous knowledge of probability and statistics is required. The text can be used at the advanced undergraduate and graduate level.
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Book details

List price: $99.00
Copyright year: 2004
Publisher: Springer
Publication date: 9/17/2004
Binding: Hardcover
Pages: 442
Size: 6.25" wide x 9.25" long x 1.00" tall
Weight: 2.068
Language: English

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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