Equivalence and synthesis of causal models
UAI '90 Proceedings of the Sixth Annual Conference on Uncertainty in Artificial Intelligence
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Economic theories are often formulated as a system of structural equations. These structural equations imply genuinely causal relations, i.e., we regard the right-hand side variables as the causes and the left-hand side variables as the effects. In this paper we show that regression is not the proper way to infer causal relations. Based on the theory of inferred causation we propose a method to derive structural equations from multivariate time series. We apply this method to study the wage-price spiral for the Australia economy.