Title of article :
Optimal design for quasi-likelihood estimation in Poisson regression with random coefficients
Author/Authors :
Niaparast، نويسنده , , Mehrdad and Schwabe، نويسنده , , Rainer، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2013
Abstract :
Count data may be described by a Poisson regression model. If random coefficients are involved, maximum likelihood is not feasible and alternative estimation methods have to be employed. For the approach based on quasi-likelihood estimation a characterization of design optimality is derived and optimal designs are determined numerically for an example with random slope parameters.
Keywords :
Generalized linear mixed model , Optimal design , Poisson regression , Quasi-likelihood , Random Coefficients
Journal title :
Journal of Statistical Planning and Inference
Journal title :
Journal of Statistical Planning and Inference