Convergence of the Expectation-Maximization Algorithm Through Discrete-Time Lyapunov Stability Theory

Orlando Romero, Sarthak Chatterjee, Sérgio Pequito

In this paper, we propose a dynamical systems perspective of the Expectation-Maximization (EM) algorithm. More precisely, we can analyze the EM algorithm as a nonlinear state-space…