 The usefulness of Bayesian networks is evidenced by their many applications in psychology (e.g., Glymour 2001; Sloman 2005) and artificial intelligence (e.g., Pearl 2009, 2002)). They are among the key representations employed in autonomous vehicles (Thrun et al. 2006; Parisien &amp; Thagard 2008), and have been applied to a wide range of cognitive phenomena: