Title: Abductive inductive logic prgramming
Authors: Adé, Hilde
Denecker, Marc
Issue Date: Feb-1995
Publisher: Department of Computer Science, K.U.Leuven, Leuven, Belgium
Series Title: CW Reports vol:CW207 pages:18
Abstract: Inductive Logic Programming (ILP) is often situated as a research area emerging at the intersection of Machine Learning and Logic Programming (LP). This paper makes the link more clear between ILP and LP, in particular, between ILP and Abductive Logic Programming (ALP), i.e., LP extended with abductive reasoning. We formulate a generic framework for handling incomplete knowledge. This framework can be instantiated both to ALP and ILP approaches. By doing so more light is shed on the relationship between abduction and induction. As an example we consider the abductive procedure SLDNFA, and modify it into an inductive procedure which we call SLDNFAI.
Publication status: published
KU Leuven publication type: IR
Appears in Collections:Informatics Section

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