Before revision:   We show that tractable inference from the learned model generates a better prediction of marginal probabilities compared to the original model.
After revision:  The popular Independent Cascade model is used to illustrate our approach. We show that tractable inference from the learned model generates a better prediction of marginal probabilities compared to the original model.