Multiple Predicate Learning in Two Inductive Logic Programming Settings
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Multiple Predicate Learning in Two Inductive Logic Programming Settings
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| Id. |
46436790 |
| Idioma |
inglés
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| Titulo |
Multiple Predicate Learning in Two Inductive Logic Programming Settings |
| Autor(es) |
Luc De Raedt
Nada Lavrac
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| Localización |
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.33.2485
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| Versión |
1.0 |
| Estado |
Final
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| Descripción |
Inductive logic programming (ILP) is a research area which has its roots in inductive machine learning and computational logic. The paper gives an introduction to this area based on a distinction between two different semantics used in inductive logic programming, and illustrates their application in knowledge discovery and programming. Whereas most research in inductive logic programming has focussed on learning single predicates from given datasets using the normal ILP semantics (e.g. the well known ILP systems GOLEM and FOIL), the paper investigates also the non-monotonic ILP semantics and the learning problems involving multiple predicates. The non-monotonic ILP setting avoids the order dependency problem of the normal setting when learning multiple predicates, extends the representation of the induced hypotheses to full clausal logic, and can be applied to different types of application. Keywords: inductive logic programming, induction, logic programming, machine learning 1 Intro...
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| Tipo |
application/postscript
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| Palabras clave |
inductive logic programming
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| Tipo de recurso |
Texto Narrativo
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| Tipo de Interactividad |
Expositivo
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| Nivel de Interactividad |
muy bajo
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| Audiencia |
Estudiante
Profesor
Autor
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| Estructura |
Atomic |
| Coste |
no
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| Copyright |
sí
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Metadata may be used without restrictions as long as the oai identifier remains attached to it. |
| Formatos |
application/postscript
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| Requerimientos técnicos |
Browser: Any
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| Relación |
[IsBasedOn] http://www.dcs.kcl.ac.uk/journals/igpl/IGPL/V4-2/Raedt.ps.gz
[References] 10.1.1.18.2410
[References] 10.1.1.35.951
[References] 10.1.1.122.3371
[References] 10.1.1.27.4632
[References] 10.1.1.55.6217
[References] 10.1.1.35.2655
[References] 10.1.1.47.3057
[References] 10.1.1.52.3484
[References] 10.1.1.92.2644
[References] 10.1.1.52.9566
[References] 10.1.1.110.6889
[References] 10.1.1.34.4926
[References] 10.1.1.118.4107
[References] 10.1.1.43.5787
[References] 10.1.1.30.3929
[References] 10.1.1.58.1178
[References] 10.1.1.98.9241
[References] 10.1.1.93.1238
[References] 10.1.1.136.525
[References] 10.1.1.5.4825
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| Fecha de contribución |
28-jul-2009 |
| Contacto |
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