Maximum likelihood estimation for longitudinal data with truncated observations

Citation
Kg. Mehrotra et al., Maximum likelihood estimation for longitudinal data with truncated observations, STAT MED, 19(21), 2000, pp. 2975-2988
Citations number
21
Categorie Soggetti
Research/Laboratory Medicine & Medical Tecnology","Medical Research General Topics
Journal title
STATISTICS IN MEDICINE
ISSN journal
02776715 → ACNP
Volume
19
Issue
21
Year of publication
2000
Pages
2975 - 2988
Database
ISI
SICI code
0277-6715(20001115)19:21<2975:MLEFLD>2.0.ZU;2-8
Abstract
We obtain maximum likelihood estimates of the parameters when the observati ons on the response variable in a repeated measures design are truncated ab ove a cutpoint. The maximum likelihood equations are solved iteratively usi ng an EM-like procedure. It is observed that these estimates have smaller m ean squared error than recently proposed iterative weighted least-squares e stimates. The results are applied to data arising from a study of dioxin el imination in Air Force veterans. Published in 2000 by John Wiley & Sons, Lt d.