Computational Statistics Hndbk with MATLAB - W. Martinez, A. Martinez (CRC, 2002) WW.pdf

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Computational
Handbook with
M ATLAB ®
Wendy L. Martinez
Angel R. Martinez
CHAPMAN & HALL/CRC
Boca Raton London New York Washington, D.C.
© 2002 by Chapman & Hall/CRC
Statistics
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To
Edward J. Wegman
Teacher, Mentor and Friend
© 2002 by Chapman & Hall/CRC
Table of Contents
Preface
Chapter 1
Introduction
1.1 What Is Computational Statistics?
1.2 An Overview of the Book
Philosophy
What Is Covered
A Word About Notation
1.3 M ATLAB Code
Computational Statistics Toolbox
Internet Resources
1.4 Further Reading
Chapter 2
Probability Concepts
2.1 Introduction
2.2 Probability
Background
Probability
Axioms of Probability
2.3 Conditional Probability and Independence
Conditional Probability
Independence
Bayes Theorem
2.4 Expectation
Mean and Variance
Skewness
Kurtosis
2.5 Common Distributions
Binomial
Poisson
Uniform
Normal
Exponential
Gamma
Chi-Square
Weibull
Beta
© 2002 by Chapman & Hall/CRC
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