The Conway-Maxwell-Poisson Distribution by Kimberly F. Sellers, Kimberly F. Sellers

The Conway-Maxwell-Poisson Distribution
Kimberly F. Sellers, Kimberly F. Sellers
Page: 250
Format: pdf, ePub, mobi, fb2
ISBN: 9781108481106
Publisher: Cambridge University Press
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Overview

While the Poisson distribution is a classical statistical model for count data, the distributional model hinges on the constraining property that its mean equal its variance. This text instead introduces the Conway-Maxwell-Poisson distribution and motivates its use in developing flexible statistical methods based on its distributional form. This two-parameter model not only contains the Poisson distribution as a special case but, in its ability to account for data over- or under-dispersion, encompasses both the geometric and Bernoulli distributions. The resulting statistical methods serve in a multitude of ways, from an exploratory data analysis tool, to a flexible modeling impetus for varied statistical methods involving count data. The first comprehensive reference on the subject, this text contains numerous illustrative examples demonstrating R code and output. It is essential reading for academics in statistics and data science, as well as quantitative researchers and data analysts in economics, biostatistics and other applied disciplines.

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