Please use this identifier to cite or link to this item: http://hdl.handle.net/10216/73686
Author(s): Nuno Fonseca
Vítor S. Costa
Fernando Silva
Rui Camacho
Title: On avoiding redundancy in inductive logic programming
Issue Date: 2004
Abstract: ILP systems induce rst-order clausal theories performing asearch through very large hypotheses spaces containing redundant hypotheses.The generation of redundant hypotheses may prevent the systemsfrom nding good models and increases the time to induce them.In this paper we propose a classication of hypotheses redundancy andshow how expert knowledge can be provided to an ILP system to avoidit. Experimental results show that the number of hypotheses generatedand execution time are reduced when expert knowledge is used to avoidredundancy.
Subject: Engenharia do conhecimento, Engenharia electrotécnica, electrónica e informática
URI: http://hdl.handle.net/10216/73686
Source: 14th International Conference on Inductive Logic Programming (ILP 2004)
Document Type: Artigo em Livro de Atas de Conferência Internacional
Rights: openAccess
License: https://creativecommons.org/licenses/by-nc/4.0/
Appears in Collections:FEUP - Artigo em Livro de Atas de Conferência Internacional

Files in This Item:
File Description SizeFormat 
63853.pdfOn Avoiding Redundancy in Inductive Logic Programming156 kBAdobe PDFThumbnail
View/Open


This item is licensed under a Creative Commons License Creative Commons