5.3. Bayesian Network Bayesian network is a combination of graphical model and probabilistic model. A Bayesian network has several nodes or states that are correlated with probability. The Bayesian network learns casual relation from the training dataset to predict or classify unknown instances. Moreover, it can avoid overfitting with large data.