High Quality Content by WIKIPEDIA articles! A Chow-Liu tree is an efficient method for constructing a second-order product approximation of a joint distribution, first described in a paper by Chow Liu (1968). The goals of such a decomposition, as with such Bayesian networks in general, may be either data compression or inference.