All of Statistics A Concise Course in Statistical Inference 1st edition by Larry Wasserman 0387217363 9780387217369

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ISBN-10 ‏ : ‎0387217363 

ISBN-13 ‏ : ‎ 9780387217369

Author:  Larry Wasserman

Taken literally, the title “All of Statistics” is an exaggeration. But in spirit, the title is apt, as the book does cover a much broader range of topics than a typical introductory book on mathematical statistics. This book is for people who want to learn probability and statistics quickly. It is suitable for graduate or advanced undergraduate students in computer science, mathematics, statistics, and related disciplines.  The book includes modern topics like non-parametric curve estimation, bootstrapping, and classification, topics that are usually relegated to follow-up courses. The reader is presumed to know calculus and a little linear algebra. No previous knowledge of probability and statistics is required. Statistics, data mining, and machine learning are all concerned with collecting and analysing data. 

 

Statistics A Concise Course in Statistical Inference 1st Table of contents:

Part 1: Models, Statistical Inference and Learning

Part 2: Estimating the CDF and Statistical Functionals

Part 3: The Bootstrap

Part 4: Parametric Inference

Part 5: Hypothesis Testing and p-values

Part 6: Bayesian Inference

Part 7: Statistical Decision Theory

Part 8: Statistical Models and Methods

Part 9: Linear and Logistic Regression

Part 10: Multivariate Models

Part 11: Inference About Independence

 

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