Asymptotics for generalized estimating equations with large cluster sizes
نویسندگان
چکیده
منابع مشابه
Two-step Spline Estimating Equations for Generalized Additive Partially Linear Models with Large Cluster Sizes by Shujie Ma
We propose a two-step estimating procedure for generalized additive partially linear models with clustered data using estimating equations. Our proposed method applies to the case that the number of observations per cluster is allowed to increase with the number of independent subjects. We establish oracle properties for the two-step estimator of each function component such that it performs as...
متن کاملOne-Step Generalized Estimating Equations in complex surveys with large cluster sizes with application to the United State’s Nationwide Inpatient Sample
Stuart R. Lipsitz Brigham and Women’s Hospital, Boston, MA, U.S.A. Garrett M. Fitzmaurice Harvard Medical School, Boston, MA, U.S.A. Debajyoti Sinha Florida State University, Tallahassee, FL, U.S.A. Nathanael Hevelone Brigham and Women’s Hospital, Boston, MA, U.S.A. Edward Giovannucci Harvard School of Public Health, Boston, MA, U.S.A. Jim C. Hu University of California, Los Angeles, CA, U.S.A....
متن کاملThe cluster bootstrap consistency in generalized estimating equations
The cluster bootstrap resamples clusters or subjects instead of individual observations in order to preserve the dependence within each cluster or subject. In this paper, we provide a theoretical justification of using the cluster bootstrap for the inferences of the generalized estimating equations (GEE) for clustered/longitudinal data. Under the general exchangeable bootstrap weights, we show ...
متن کاملGeneralized Bootstrap for Estimating Equations
We introduce a generalized bootstrap technique for estimators obtained by solving estimating equations. Some special cases of this generalized bootstrap are the classical bootstrap of Efron, the deleted jackknife and variations of the Bayesian bootstrap. The use of the proposed technique is discussed in some examples. Distributional consistency of the method is established and an asymptotic rep...
متن کاملPower and Sample Size Calculations for Generalized Estimating Equations via Local Asymptotics.
We consider the problem of calculating power and sample size for tests based on generalized estimating equations (GEE), that arise in studies involving clustered or correlated data (e.g., longitudinal studies and sibling studies). Previous approaches approximate the power of such tests using the asymptotic behavior of the test statistics under fixed alternatives. We develop a more accurate appr...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: The Annals of Statistics
سال: 2003
ISSN: 0090-5364
DOI: 10.1214/aos/1046294467