Exploratory Data Analysis with MATLAB, Second Edition by Wendy L. Martinez,Angel R. Martinez,Angel Martinez,Jeffrey

By Wendy L. Martinez,Angel R. Martinez,Angel Martinez,Jeffrey Solka

Since the book of the bestselling first version, many advances were made in exploratory facts research (EDA). overlaying cutting edge methods for dimensionality aid, clustering, and visualization, Exploratory information research with MATLAB®, moment Edition makes use of a variety of examples and purposes to teach how the equipment are utilized in practice.

New to the second one Edition

  • Discussions of nonnegative matrix factorization, linear discriminant research, curvilinear part research, autonomous part research, and smoothing splines

  • An multiplied set of equipment for estimating the intrinsic dimensionality of a knowledge set

  • Several clustering tools, together with probabilistic latent semantic research and spectral-based clustering

  • Additional visualization equipment, comparable to a rangefinder boxplot, scatterplots with marginal histograms, biplots, and a brand new process known as Andrews’ images

  • Instructions on a unfastened MATLAB GUI toolbox for EDA

Like its predecessor, this variation maintains to target utilizing EDA tools, instead of theoretical elements. The MATLAB codes for the examples, EDA toolboxes, facts units, and colour types of all figures can be found for obtain at http://pi-sigma.info

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