How Rules Represent Causal Knowledge: Causal Modeling with Probabilistic Logic Programming

Kilian Rueckschloss, Felix Weitkaemper

Pearl famously argues that causal knowledge enables the prediction of intervention effects. By contrast, purely descriptive knowledge supports only conclusions drawn from observati…