 In an ADMG, we expand the definition of a path to include double-headed arrows. Thus, \(X \leftrightarrow Y\) is a path in the ADMG shown in  Figure 4(b).  Directed path retains the same meaning, and a directed path cannot contain double-headed arrows. An ADMG cannot include a directed path from a variable to itself.