ON CONVERGENCEPROPERTIESOFMESSAGE-PASSING ESTIMATIONALGORITHMS

Theconvergence andstability properties ofseveral message-passing estimation algorithms areinvestigated, i.e., (generalized) expectation maximization, gradient methods, andcoordinate ascent/descent. Results arepresented forcycle-free andcyclic factor graphs.