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» The Connectionist Inductive Learning and Logic Programming S...
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92
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ML
2006
ACM
143views Machine Learning» more  ML 2006»
14 years 9 months ago
Mathematical applications of inductive logic programming
The application of Inductive Logic Programming to scientific datasets has been highly successful. Such applications have led to breakthroughs in the domain of interest and have dri...
Simon Colton, Stephen Muggleton
88
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AICOM
2006
105views more  AICOM 2006»
14 years 9 months ago
Evolutionary concept learning in First Order Logic: An overview
This paper presents an overview of recent systems for Inductive Logic Programming (ILP). After a short description of the two popular ILP systems FOIL and Progol, we focus on meth...
Federico Divina
GECCO
2003
Springer
117views Optimization» more  GECCO 2003»
15 years 2 months ago
A Method for Handling Numerical Attributes in GA-Based Inductive Concept Learners
This paper proposes a method for dealing with numerical attributes in inductive concept learning systems based on genetic algorithms. The method uses constraints for restricting th...
Federico Divina, Maarten Keijzer, Elena Marchiori
62
Voted
ICML
1989
IEEE
15 years 1 months ago
Constructive Induction by Analogy
The available concept-learners only partially fulfill the needs imposed by the learning apprentice generation of learners. We present a novel approach to interactive concept-learni...
Luc De Raedt, Maurice Bruynooghe
IJCAI
1989
14 years 10 months ago
An Empirical Comparison of ID3 and Back-propagation
AI and connectionist approaches to learning from examples differ in knowledge-base representation and inductive mechanisms. To explore these differences we experiment with a syste...
Douglas H. Fisher, Kathleen B. McKusick