Let be one of the likelihood functions described in the previous subsections. Let . Finding such that is maximized is equivalent to finding the solution to the likelihood equations With as the initial ...

The expectation maximization algorithm enables parameter estimation ... such as gradient descent or Newton-Raphson, could be used instead of expectation maximization; in practice, however ...