Work

Nonparametric population average models: deriving the form of approximate population average models estimated using generalized estimating equations

Year: 2009

Type: article

Abstract: For estimating regressions for repeated measures outcome data, a popular choice is the population average models estimated by generalized estimating equations (GEE). We review in this report the derivation of the robust inference (sandwich-type estimator of the standard error). In addition, we present formally how the approximation of a misspecified working population average model relates to the true model and in turn how to interpret the results of such a misspecified model.

Source: Collection of Biostatistics Research Archive

Authors: Alan Hubbard, Mark J. van der Laan

Institution: University of California, Berkeley

Language: English

Topic: Statistical Methods and Bayesian Inference

Subfield: Statistics and Probability

Field: Mathematics

Domain: Physical Sciences

Open Access status: green

OpenAlex ID: W71082738

FWCI:

Cites: 3

Cited by: 1

Related to: 20