ABSTRACT

A Strong Practical Focus on Applications and AlgorithmsComputational Statistics Handbook with MATLAB, Third Edition covers today's most commonly used techniques in computational statistics while maintaining the same philosophy and writing style of the bestselling previous editions. The text keeps theoretical concepts to a minimum, emphasizing the i

chapter 1|10 pages

Introduction

chapter 2|44 pages

Probability Concepts

chapter 3|28 pages

Sampling Concepts

chapter 4|34 pages

Generating Random Variables

chapter 5|68 pages

Exploratory Data Analysis

chapter 6|44 pages

Finding Structure

chapter 8|28 pages

Data Partitioning

chapter 9|62 pages

Probability Density Estimation

chapter 10|82 pages

Supervised Learning

chapter 11|40 pages

Unsupervised Learning

chapter 12|62 pages

Parametric Models

chapter 13|70 pages

Nonparametric Models

chapter 14|40 pages

Markov Chain Monte Carlo Methods