Detection of Gauss-Markov Random Fields with Nearest-Neighbor Dependency

Animashree Anandkumar, Lang Tong, Ananthram Swami

The problem of hypothesis testing against independence for a Gauss-Markov random field (GMRF) is analyzed. Assuming an acyclic dependency graph, an expression for the log-likelihoo…