Monahan J. Numerical Methods of Statistics 2ed 2011

Textbook in PDF format

Algorithms and Computers
Computer Arithmetic
Matrices and Linear Equations
More Methods for Solving Linear Equations
Regression Computations
Eigenproblems
Functions: Interpolation, Smoothing, and Approximation
Introduction to Optimization and Nonlinear Equations
Maximum Likelihood and Nonlinear Regression
Numerical Integration and Monte Carlo Methods
Generating Random Variables from other Distributions
Statistical Methods for Integration and Monte Carlo
Markov Chain Monte Carlo Methods
Sorting and Fast Algorithms
Table of Programs and Demonstrations
Author Index
Subject Index