The Conway-Maxwell-Poisson Distribution

von Kimberly F. Sellers

354 Seiten, Taschenbuch

Kurzbeschreibung des Verlags

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.

• Themen: Medizin Medizin / Gesundheitswesen, allgemein Public Health und Präventivmedizin Epidemiologie und medizinische Statistik
• ISBN: 9781009667135
• Sprache: Englisch
• Erscheinungsdatum: 10.07.2025
• Größe: 228 x 152 mm
• Verlag: Cambridge University Press