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SGB R-package Simplicial Generalized Beta Regression
Résumé Main properties and regression procedures using a generalization of the Dirichlet distribution called Simplicial Generalized Beta distribution. It is a new distribution on the simplex (i.e. on the space of compositions or positive vectors with sum of components equal to 1). The Dirichlet distribution can be constructed from a random vector of independent Gamma variables divided by their sum. The SGB follows the same construction with generalized Gamma instead of Gamma variables. The Dirichlet exponents are supplemented by an overall shape parameter and a vector of scales. The scale vector is itself a composition and can be modeled with auxiliary variables through a log-ratio transformation. Graf, M. (2017, ISBN: 978-84-947240-0-8). See also the vignette enclosed in the package.
   
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Citation Graf, M. (2019). SGB R-package Simplicial Generalized Beta Regression . (R-package) . Institut de statistique: Université de Neuchâtel.
   
Type Rapport (Anglais)
Date 13-5-2019
Institution Université de Neuchâtel (Institut de statistique)
Type du Rapport R-package
URL https://cran.r-project.org/package=SGB
Liée au projet Convention Université de Neuchâtel/Office fédéral de la s...