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Exploratory data analysis with MATLAB /
~
Martinez, Wendy L.
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Exploratory data analysis with MATLAB /
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Exploratory data analysis with MATLAB // Wendy L. Martinez, Angel Martinez, Jeffrey Solka.
作者:
Martinez, Wendy L.
其他作者:
Martinez, Angel R.
出版者:
Boca Raton, Fla. :CRC Press, : c2011.,
面頁冊數:
xix, 508 p. :ill. ;25 cm.
標題:
Multivariate analysis. -
ISBN:
9781439812204 (hbk.) :
Exploratory data analysis with MATLAB /
Martinez, Wendy L.
Exploratory data analysis with MATLAB /
Wendy L. Martinez, Angel Martinez, Jeffrey Solka. - 2nd ed. - Boca Raton, Fla. :CRC Press,c2011. - xix, 508 p. :ill. ;25 cm. - Computer science and data analysis series. - Series in computer science and data analysis..
Includes bibliographical references (p. 475-495) and index.
"From the First Edition...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.<BR><BR>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"--
ISBN: 9781439812204 (hbk.) :UK57.99Subjects--Uniform Titles:
MATLAB.
Subjects--Topical Terms:
517467
Multivariate analysis.
LC Class. No.: QA278 / .M3735 2011
Dewey Class. No.: 519.5/35
Exploratory data analysis with MATLAB /
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"Using MATLAB® to illustrate computational aspects of EDA, this second edition updates all the techniques and improves the Toolboxes in each chapter. 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 only 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"--
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