Seminar Notice
Statistical Laboratory
Iowa State
University
DATE AND TIME: Monday, October 31, 2005, 4:10
p.m.
PLACE: 319 Snedecor
SPEAKER: Jiming
Jiang, University of California, Davis
TITLE: Iterative
Estimating Equations for Analysis of Longitudinal
Data
ABSTRACT
We propose an iterative
estimating equations procedure for analysis of longitudinal data. We show
that, under very mild conditions, the probability that the procedure converges
at an exponential rate tends to one as the sample size increases to
infinity. Furthermore, we show that the limiting estimator is consistent
and asymptotically efficient, as expected. The method applies to
semiparametric regression models with unspecified covariances among the
observations. In the special case of linear models, the procedure reduces
to iterative reweighted least squares. An extension of the method
incorporating data that is missing informatively is also discussed. Finite
sample performance of the procedure is studied by simulations, and compared with
other methods. A numerical example from a medical study is considered to
illustrate the application of the method.
This work is joint with
Yihui Luan of Peking University and You-Gan Wang of CSIRO Mathematical and
Information Sciences, Australia.
COFFEE: 3:45 p.m.,
104 Snedecor Hall
Seminar schedules and
abstracts are available via WWW:
http://www.stat.iastate.edu/
Jeanette La Grange
Department of Statistics
102
Snedecor
Iowa State University
Ames, IA 50010-1210
515 294-3440
(office)
515 294-4040 (fax)
http://www.stat.iastate.edu/directory/staff/jeanette.html