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3 - Statistical Distributions

Published online by Cambridge University Press:  06 October 2017

Alan D. Chave
Affiliation:
Woods Hole Oceanographic Institution, Massachusetts
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Summary

This chapter describes the characteristics of the major probability distributiions used in the sciences, and serves as a compendium of information about them for reference purposes.It also introduces their implementation in Matlab. The treatment is separated into discrete and continuous cases. The binomial distribution that characterizes the number of successes in a fixed number of trials is defined. The negative binomila, multinomial and hypergeometric distributions are reviewed. The Poisson distribution is derived from the binomal, and characterizes rare discrete events. The important Gaussian distribution is treated thorougly, and its genearalization through the stable distribution familiy is defined. The Rayleigh, lognormal, Weibull, beta and extreme value distributions are described, and the gamma distribution family and its important exponential member are elucidated.The bivariate Gaussian distribution is derived. Finally, the von Mises and Fisher distributions of direction on the unit circle and sphere are obtained from first principles.
Type
Chapter
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Computational Statistics in the Earth Sciences
With Applications in MATLAB
, pp. 18 - 47
Publisher: Cambridge University Press
Print publication year: 2017

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  • Statistical Distributions
  • Alan D. Chave, Woods Hole Oceanographic Institution, Massachusetts
  • Book: Computational Statistics in the Earth Sciences
  • Online publication: 06 October 2017
  • Chapter DOI: https://doi.org/10.1017/9781316156100.004
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To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Dropbox.

  • Statistical Distributions
  • Alan D. Chave, Woods Hole Oceanographic Institution, Massachusetts
  • Book: Computational Statistics in the Earth Sciences
  • Online publication: 06 October 2017
  • Chapter DOI: https://doi.org/10.1017/9781316156100.004
Available formats
×

Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

  • Statistical Distributions
  • Alan D. Chave, Woods Hole Oceanographic Institution, Massachusetts
  • Book: Computational Statistics in the Earth Sciences
  • Online publication: 06 October 2017
  • Chapter DOI: https://doi.org/10.1017/9781316156100.004
Available formats
×