This new edition of a bestseller continues the tone of the previous two, covering some of the most commonly used contemporary techniques in computational statistics. With a strong, practical focus on implementing the methods, the authors include algorithmic descriptions of the procedures as well as examples that illustrate the use of algorithms in data analysis. Written in a way that emphasizes applications and algorithms instead of theory, the authors include a no-cost toolbox that implements most of the methodologies described in the book.