In many problems of maximum likelihood estimation, it is impossible to carry out either the E-step of the EM algorithm. The present paper introduces a gradient algorithm that is closely related to the ...

The expectation maximization (EM) algorithm is a popular, and often remarkably simple, method for maximum likelihood estimation in incomplete-data problems. One criticism of EM in practice is that ...