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An introduction to Bent Jørgensen's ideas

Publikation: Working paperForskning

Links

  • Gauss M. Cordeiro, Federal University of Pernambuco, Brasilien
  • Rodrigo Labouriau
  • Denise A. Botter, University of São Paulo (USP), Brasilien
We briefly expose some key aspects of the theory and use of dispersion models, for which Bent Jørgensen played a crucial role as a driving force and an inspiration source. Starting with the general notion of dispersion models, built using minimalistic mathematical assumptions, we specialize in two classes of families of distributions with different statistical flavors: exponential dispersion and proper dispersion models. The construction of dispersion models involves the solution of integral equations that are, in general, untractable. These difficulties disappear when more mathematical structure is assumed: it reduces to the calculation of a moment generating function or of a Riemann-Stieltjes integral for the exponential dispersion and the proper dispersion models, respectively. A new technique for constructing dispersion models based on characteristic functions is introduced yielding examples of new dispersion models.

Some selected applications are discussed including exponential families non-linear models (for which generalized linear models are particular cases) and several models for clustered and dependent data based on a latent Lèvy process.
OriginalsprogEngelsk
UdgiverarXiv:1909.09155
Sider1-26
StatusUdgivet - sep. 2019

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