Artigo Revisado por pares

Estimation for dirichlet mixed models

1989; Wiley; Volume: 36; Issue: 2 Linguagem: Inglês

10.1002/1520-6750(198904)36

ISSN

1520-6750

Autores

Steve Leeds, Alan E. Gelfand,

Tópico(s)

Gaussian Processes and Bayesian Inference

Resumo

Dirichlet mixed models find wide application. Estimation is usually achieved through the method of moments. Here we present an iterative hybrid algorithm for obtaining the maximum likelihood estimate employing both modified Newton-Raphson and E-M methods. This successful MLE algorithm enables calculation of a jack-knife MLE. Simulation comparison of the three estimates is provided. The MLE substantially improves upon the moments estimator particularly with increasing dimension. The jack-knife MLE in turn offers dramatic improvement over the MLE.

Referência(s)
Altmetric
PlumX