Computational Statistics Handbook with MATLAB

Name: Computational Statistics Handbook with MATLAB
Price: 60.13 USD
Availability: InStock
ISBN: 9781584885665

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…

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 9.57" long x 1.81" 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