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AILP: Abductive Inductive Logic Programming

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AILP: Abductive Inductive Logic Programming
Id. 46702123
Idioma inglés
Titulo AILP: Abductive Inductive Logic Programming
Autor(es) Hilde Ade
Marc Denecker
Localización http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.51.1576
Versión 1.0
Estado Final
Descripción 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. Keywords: Inductive Logic Programming, Abductive Logic Programming, Incomplete Knowledge, Intensional Knowledge Base Updating, Theory Revision. 1 Introduction It is often argued that the use of - a subset of - first order logic as a representation language situates Inductive Logic Programming (ILP) at the intersection of Logic Programmin...
Tipo application/postscript
Palabras clave Inductive Logic Programming
Tipo de recurso Texto Narrativo
Tipo de Interactividad Expositivo
Nivel de Interactividad muy bajo
Audiencia Estudiante
Profesor
Autor
Estructura Atomic
Coste no
Copyright
Metadata may be used without restrictions as long as the oai identifier remains attached to it.
Formatos application/postscript
Requerimientos técnicos Browser: Any
Relación [IsBasedOn] http://www.cs.bris.ac.uk/~flach/ECAI96/ade.ps.gz
[References] 10.1.1.35.951
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[References] 10.1.1.10.3931
Fecha de contribución 04-ago-2009
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