This paper proposes a nonparametric method for estimating a delay distribut
ion based on left-censored and right-truncated data. A variance-covariance
estimator is provided. The method is applied to the Australian AIDS data in
which some data are left censored and some data are not left censored. Thi
s situation arises with AIDS case-reporting data in Australia because repor
ting delays were recorded only from November 1990 rather than from the begi
nning of the epidemic there. It is shown that inclusion of the left-censore
d data, as opposed to analyzing only the uncensored data, improves the prec
ision of the estimate.