Exploratory data analysis with MATLAB

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Exploratory data analysis (EDA) was conceived at a time when computers were not widely used, and thus computational ability was rather limited. As computational sophistication has increased, EDA has become an even more powerful process for visualizing and summarizing data before making model assumptions to generate hypotheses, encompassing larger and more complex data sets. There are many resources for those interested in the theory of EDA, but this is the first book to use MATLAB to illustrate the computational aspects of this discipline.Exploratory Data Analysis with MATLAB presents the methods of EDA from a computational perspective. The authors extensively use MATLAB code and algorithm descriptions to provide state-of-the-art techniques for finding patterns and structure in data. Addressing theory, they also incorporate many annotated references to direct readers to the more theoretical aspects of the methods. The book presents an approach using the basic functions from MATLAB and the MATLAB Statistics Toolbox, in order to be more accessible and enduring. It also contains pseudo-code to enable users of other software packages to implement the algorithms.This text places the tools needed to implement EDA theory at the fingertips of researchers, applied mathematicians, computer scientists, engineers, and statisticians by using a practical/computational approach. … celý popis

Podrobná bibliografie

Hlavní autor

Wendy L. Martinez

Další autoři

Angel R. Martinez

Typ dokumentu

Knihy

Fyzický popis

xv, 405 s. : il.

Vydáno

Boca Raton : Chapman & Hall/CRC, c2005

Edice

Computer science and data analysis series

Témata

matematická statistika > ma

statistická analýza > ev

vícerozměrné statistické metody

MATLAB (software)

monografie

Popis jednotky

Grafy

Bibliografie

Obsahuje bibliografii a rejstříky

ISBN

1-58488-366-9