Abstract:
Scientists largely explain observations by inferring causal relationships among measured variables. Many algorithms with various theoretical foundations have been developed for causal induction e.g., (Spirtes, Glymour, and Scheines 1993; Pearl and Verma 1991), but it is widely believed that regression is ill-suited to the task of causal induction.