Weighted Poisson distributions for overdispersion and underdispersion situations

Joan Del Castillo, Marta Pérez-Casany

Research output: Contribution to journalArticleResearchpeer-review

44 Citations (Scopus)

Abstract

The main goal of this paper is to introduce new exponential families, that come from the concept of weighted distribution, that include and generalize the Poisson distribution. In these families there are distributions with index of dispersion greater than, equal to or smaller than one. This property makes them suitable to fit discrete data in overdispersion or underdispersion situations. We study the statistical properties of the families and we provide a useful interpretation of the parameters. Two classical examples are considered in order to compare the fits with some other distributions. To obtain the fits with the new family, the study of the profile log-likelihood is required.
Original languageEnglish
Pages (from-to)567-585
JournalAnnals of the Institute of Statistical Mathematics
Volume50
DOIs
Publication statusPublished - 1 Jan 1998

Keywords

  • Dispersion index
  • Exponential family
  • Scoring method
  • Stochastic order relations
  • Weighted version

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