N. Sastry, A NESTED FRAILTY MODEL FOR SURVIVAL-DATA, WITH AN APPLICATION TO THE STUDY OF CHILD SURVIVAL IN NORTHEAST BRAZIL, Journal of the American Statistical Association, 92(438), 1997, pp. 426-435
This article presents a multivariate hazard model for survival data th
at are clustered at two hierarchical levels. The model provides correc
ted parameter estimates and standard errors, as well as estimates of t
he intragroup correlation at both levels. The model is estimated using
the expectation-maximization (EM) algorithm. We apply the model to an
analysis of the covariates of child survival using sun ey data from n
ortheast Brazil collected via a hierarchically clustered sampling sche
me. We find that family and community frailty effects are fairly small
in magnitude but are of importance because they alter the results in
a systematic pattern.