Gabor J Szekely

(Author)

The Energy of Data and Distance CorrelationHardcover, 14 February 2023

The Energy of Data and Distance Correlation
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Part of Series
Chapman & Hall/CRC Monographs on Statistics and Applied Prob
Print Length
448 pages
Language
English
Publisher
CRC Press
Date Published
14 Feb 2023
ISBN-10
1482242745
ISBN-13
9781482242744

Description

Energy distance is a statistical distance between the distributions of random vectors, which characterizes equality of distributions. The name energy derives from Newton's gravitational potential energy, and there is an elegant relation to the notion of potential energy between statistical observations. Energy statistics are functions of distances between statistical observations in metric spaces. The authors hope this book will spark the interest of most statisticians who so far have not explored E-statistics and would like to apply these new methods using R. The Energy of Data and Distance Correlation is intended for teachers and students looking for dedicated material on energy statistics, but can serve as a supplement to a wide range of courses and areas, such as Monte Carlo methods, U-statistics or V-statistics, measures of multivariate dependence, goodness-of-fit tests, nonparametric methods and distance based methods.

-E-statistics provides powerful methods to deal with problems in multivariate inference and analysis.

-Methods are implemented in R, and readers can immediately apply them using the freely available energy package for R.

-The proposed book will provide an overview of the existing state-of-the-art in development of energy statistics and an overview of applications.

-Background and literature review is valuable for anyone considering further research or application in energy statistics.

Product Details

Authors:
Gabor J SzekelyMaria L Rizzo
Book Format:
Hardcover
Country of Origin:
US
Date Published:
14 February 2023
Dimensions:
23.39 x 15.6 x 2.54 cm
ISBN-10:
1482242745
ISBN-13:
9781482242744
Language:
English
Pages:
448
Publisher:
Weight:
825.54 gm

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