An extended empirical likelihood for generalized linear models

Abstract

The paper considers improving the efficiency of parameter estimation of the quasi-likelihood in generalized linear models. The improvement is offered by employing the empirical likelihood and incorporating extra constraints which better utilize the provided variance structure of the models. We recommend a particular choice for the extra constraints to reduce the variance of the quasi-likelihood based parameter estimators.