Inductive logic programming - techniques and applications
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منابع مشابه
A Perspective on Inductive Logic Programming
The state-of-the-art in inductive logic programming is surveyed by analyzing the approach taken by this field over the past 8 years. The analysis investigates the roles of 1) logic programming and machine learning, of 2) theory, techniques and applications, of 3) various technical problems addressed within inductive logic programming.
متن کاملInduction as a Search Procedure
This chapter introduces Inductive Logic Programming from the perspective of search algorithms in Computer Science. It first briefly considers the Version Spaces approach to induction, and then focuses on Inductive Logic Programming: from its formal definition and main techniques and strategies, to priors used to restrict the search space and optimized sequential, parallel, and stochastic algori...
متن کاملInductive Logic Programming : Theory And
> Inductive Logic Programming (ILP) is a new discipline which investigates the inductive construction of rst-order clausal theories from examples and background knowledge. We survey the most important theories and methods of this new eld. Firstly, various problem speciications of ILP are formalised in semantic settings for ILP, yielding a \model-theory" for ILP. Secondly, a generic ILP algorith...
متن کاملA differentiable approach to inductive logic programming
Recent work in neural abstract machines has proposed many useful techniques to learn sequences of applications of discrete but differentiable operators. These techniques allow us to model traditionally procedural problems using neural networks. In this work, we are interested in using neural networks to learn to perform logic reasoning. We propose a model that has access to differentiable opera...
متن کاملInductive Logic Programming: Theory and Methods
Inductive Logic Programming (ILP) is a new discipline which investigates the inductive construction of rst-order clausal theories from examples and background knowledge. We survey the most important theories and methods of this new eld. Firstly, various problem speciications of ILP are formalised in semantic settings for ILP, yielding a \model-theory" for ILP. Secondly, a generic ILP algorithm ...
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تاریخ انتشار 1994