INTERVAL ESTIMATION OF INVERSE DOSE-RESPONSE

Citation
Jm. Alho et E. Valtonen, INTERVAL ESTIMATION OF INVERSE DOSE-RESPONSE, Biometrics, 51(2), 1995, pp. 491-501
Citations number
21
Categorie Soggetti
Statistic & Probability","Statistic & Probability
Journal title
ISSN journal
0006341X
Volume
51
Issue
2
Year of publication
1995
Pages
491 - 501
Database
ISI
SICI code
0006-341X(1995)51:2<491:IEOID>2.0.ZU;2-V
Abstract
The practical application of likelihood ratio test based interval esti mates for L(50), ED(50), and related quantities is considered. Our mat hematical setting is that of a generalized linear model with a known s cale parameter. We extend the results of Williams (1986, Biometrics 42 , 641-645) by showing how Newton's method can be used to calculate the end points of the intervals. To accommodate epidemiologic application s we permit other explanatory variables besides those related to dose in our model. We illustrate the use of the methods in a case in which there are two sources of exposure, whose joint impact is of interest. We also discuss the computation of the confidence sets, when they cons ist of the whole real line or when they are unions of disjoint interva ls. Special problems connected with the cases in which some of the max imum likelihood estimators do not exist are studied. Simulation is use d to compare the adequacy of the likelihood ratio based approach to th at of the classical Fieller limits. The Fieller limits frequently fail to exist in small samples. The likelihood ratio-based limits always e xist, but they are sometimes slightly too narrow. The likelihood ratio -based limits appear not to be as often infinite as the Fieller limits are.