Inferring lockstep behavior from connectivity pattern in large graphs

Given multimillion-node graphs such as "who-follows-whom", "patent-cites-patent", "user-likes-page" and "actor/director-makes-movie" networks, how can we find unexpected behaviors? When companies o...