A Sparse Bayesian Network (SBN) is a special kind of Bayesian network where the conditional probability distribution is a sparse graph. It might be appropriate to use a SBN when the number of variables is large and/or the number of observations is small. In general, Bayesian Networks are most useful when you are interested in explaining an observation or event by conditioning on a number of factors.