Parallel Inductive Logic Programming
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Parallel Inductive Logic Programming
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| Id. |
46889907 |
| Idioma |
inglés
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| Titulo |
Parallel Inductive Logic Programming |
| Autor(es) |
Luc Dehaspe Luc De Raedt |
| Localización |
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.56.2454
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| Versión |
1.0 |
| Estado |
Final
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| Descripción |
The generic task of Inductive Logic Programming (ILP) is to search a predefined subspace of first-order logic for hypotheses that in some respect explain examples and background knowledge. In this paper we consider the development of parallel implementations of ILP systems. A first part discusses the division of the ILP-task into subtasks that can be handled concurrently by multiple processes executing a common sequential ILP algorithm. We define the notion of a valid partition of an ILP-task, and test this definition against two problem specifications that have been employed within ILP. The second part of the paper focuses on the comparative evaluation of a parallel version of the clausal discovery system Claudien. Keywords: inductive logic programming, knowledge discovery, machine learning, concurrency, first order logic. 1 Introduction Inductive Logic Programming (ILP) [9, 10, 11] by now has become an established subfield of machine learning, theoretically settled at the intersecti... |
| Tipo |
application/postscript |
| Palabras clave |
inductive logic programming |
| 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 |
| Requerimientos técnicos |
Browser: Any |
| Relación |
[IsBasedOn] http://www.cs.kuleuven.ac.be/~ldh/publicaties/Dehaspe95b:proc.ps.gz
[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] 10.1.1.22.8987
[References] 10.1.1.52.3484
[References] 10.1.1.92.2644
[References] 10.1.1.53.9371
[References] 10.1.1.135.5855
[References] 10.1.1.62.8852
[References] 10.1.1.63.1450
[References] 10.1.1.62.6297
[References] 10.1.1.63.7871
[References] 10.1.1.64.1854
[References] 10.1.1.77.9522
[References] 10.1.1.85.3248
[References] 10.1.1.55.6154
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| Fecha de contribución |
13-ago-2009 |
| Contacto |
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