ILP Learnability

Description:

The theoretical study of efficient learnability of logic programs is motivated by the increasing importance of using ILP in different practical applications. Since the general ILP learning problem is known to be computationally intractable, one of the challenging problems in this field of research is to show positive and negative theoretical results about the efficient learnability of different classes of logic programs in the formal learning models of computational learning theory.

Publications: Kietz/2002a: On the Learnability of Description Logic
Kietz/Dzeroski/94a: Inductive Logic Programming and Learnability
Kietz/Luebbe/94a: An Efficient Subsumption Algorithm for Inductive Logic Programming