CiteSeerX Document Details (Isaac Councill, Lee Giles, Pradeep Teregowda): This paper presents a method for using qualitative models to guide inductive learning. Our objectives are to induce rules which are not only accurate but also explainable with respect to the qualitative model, and to reduce learning time by exploiting domain knowledge in the learning process.