The Energy of Data and Distance Correlation
eBook - ePub

The Energy of Data and Distance Correlation

  1. 461 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

The Energy of Data and Distance Correlation

About this book

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.

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Information

Year
2023
Print ISBN
9781482242744
eBook ISBN
9780429529269

Table of contents

  1. Cover Page
  2. Half-Title Page
  3. Series Page
  4. Title Page
  5. Copyright Page
  6. Contents
  7. Preface
  8. Authors
  9. Notation
  10. I The Energy of Data
  11. II Distance Correlation and Dependence
  12. A Historical Background
  13. B Prehistory
  14. Bibliography
  15. Index

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Yes, you can access The Energy of Data and Distance Correlation by Gabor J. Szekely,Maria L. Rizzo,Gábor J. Székely in PDF and/or ePUB format, as well as other popular books in Mathematics & Probability & Statistics. We have over 1.5 million books available in our catalogue for you to explore.