Tianju Sui

Convergence analysis for Guassian belief propagation: Dynamic behaviour of marginal covariances

Despite of its wide success in many distributed statistical learning applications, the well-known Gaussian belief propagation (BP) algorithm still lacks sufficient understanding at the theoretical level. This paper studies the convergence of Gaussian BP by analyzing the dynamic behaviour of the marg…