Why are [directed graphical models][1] called Bayesian,while [those undirected][2] not?

Does that mean that Bayesian analysis is involved in the directed ones, and not in those undirected?


  [1]: http://en.wikipedia.org/wiki/Hierarchical_Bayes_model
  [2]: http://en.wikipedia.org/wiki/Markov_network