Computational Biology, Genetics.
of log likelihood values might appear small, the convergence rates of parameters are considerably different. The EM algorithm converges much faster toward the optimal value than the gradient descent methods. The figure shows the monotonic convergence of the EM algorithm (Dempster et al., 1977)