R. Dykstra et al., LIKELIHOOD-BASED INFERENCE FOR CAUSE-SPECIFIC HAZARD RATES UNDER ORDER RESTRICTIONS, Journal of Multivariate Analysis, 54(2), 1995, pp. 163-174
We consider the competing risks model with grouped data or with discre
te Failure times where a unit is exposed to several risks, but its eve
ntual failure is due to exactly one of the causes. Nonparametric maxim
um likelihood estimates of the cause specific hazard rates are obtaine
d under the restriction that these risks are uniformly ordered. We all
ow for random censoring. Unlike most papers on this topic, no assumpti
on is made about the independence of the various risks, although we do
assume that the censoring mechanism is acting independently of the li
fe distribution. We derive the likelihood ratio statistic for testing
the null hypothesis of equality of cause specific hazard rates against
ordered alternatives. The asymptotic null distribution of the test st
atistic is seen to be of the chi-bar squared (($) over bar chi(2)) typ
e. The procedures developed here are illustrated with the help of an e
xample involving survival rates for mice exposed to radiation. (C) 199
4 Academic Press, Inc.