Computational statistics handbook with MATLAB

Computational statistics handbook with MATLAB / Wendy L. Martinez, Angel R. Martinez.

As with the bestselling 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. This second edition recognizes the ne...

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Bibliographic Details
Main Author: Martinez, Wendy L.
Other Authors: Martinez, Angel R.
Format: Book
Language:English
Published: Boca Raton, FL : Chapman & Hall/CRC, ©2008.
Edition:2nd ed.
Series:Series in computer science and data analysis.
Subjects:
MATLAB.
Mathematical statistics > Data processing.
Online Access:Table of contents
Publisher description
Table of Contents:
  • 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
  • Appendix A : Introduction to MATLAB®
  • Appendix B : Projection pursuit indexes
  • Appendix C : MATLAB® statistics toolbox
  • Appendix D : Computational statistics toolbox
  • Appendix E : Exploratory data analysis toolboxes
  • Appendix F : Data sets
  • Appendix G : Notation.

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