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Computational Statistics Handbook with MATLAB

ISBN-10: 1584885661

ISBN-13: 9781584885665

Edition: 2nd 2007 (Revised)

Authors: Wendy L. Martinez, Angel R. Martinez

List price: $109.95
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Description:

As with the best-selling first edition, Computational Statistics Handbook with MATLAB makes computational statistics as accessible as possible by playing down theory and building an understanding of the algorithms used in a wide range of applications. The second edition recognizes the new functionality of the MATLAB statistics toolbox and other updates like the new plotting capabilities of version 7.0. It includes discussion of GUI functionality and expanded coverage of such topics as support vector machines, bagging, boosting, and random forests in pattern recognition. The text also features updated and new problem sets, data sets, exercises, and an appendix containing answers to selected problems.
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Book details

List price: $109.95
Edition: 2nd
Copyright year: 2007
Publisher: CRC Press LLC
Publication date: 12/20/2007
Binding: Hardcover
Pages: 792
Size: 6.50" wide x 9.25" long x 1.75" tall
Weight: 2.640
Language: English

Introduction
Probability Concepts
Sampling Concepts
Generating Random Variables
Exploratory Data Analysis
Finding Structure
Monte Carlo Methods for Inferential Statistics
Data Partitioning
Probability Density Estimation
Supervised Learning
Unsupervised Learning
Parametric Models
Nonparametric Models
Markov Chain Monte Carlo Methods
Spatial Statistics
Introduction to MATLAB
Projection Pursuit Indexes
MATLAB Statistics Toolbox
Computational Statistics Toolbox
Exploratory Data Analysis Toolboxes
Data Sets
Notation
References
Author Index
Subject Index