Network datasets typically exhibit certain types of statistical patterns, such as within-dyad correlation, degree heterogeneity, and triadic patterns transitivity clustering. The first two these can be well represented with a social relations model, type additive effects model originally developed for continuous dyadic data. Higher-order multiplicative models, which are related to matrix decomp...