A modification of the EM algorithm is proposed for situations in which
the maximization of the ''complete data'' likelihood function does no
t have a closed-form solution. Self-consistency of the modified algori
thm is established. Application to carcinogenicity experiments is illu
strated, and the results of a simulation study comparing the original
and modified versions indicate that use of the proposed modification c
an lead to significant computational savings.