A \to B has the same independence relationship as B\to A. How do we describe it? requirements If two Baysian Networks encode the same conditional independence assumptions, they are Markov Equivalent. additional information checking Markov Equivalence Two graphs are Markov Equivalent, IFF BOTH: some edges without regard to direction (“same skeleton”) the same set of immoral v-structures