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Predicate Invention in Inductive Logic Programming

Authors: Duangtida Athakravi, Krysia Broda, and Alessandra Russo

Published in: OASIcs, Volume 28, 2012 Imperial College Computing Student Workshop


Abstract
The ability to recognise new concepts and incorporate them into our knowledge is an essential part of learning. From new scientific concepts to the words that are used in everyday conversation, they all must have at some point in the past, been invented and their definition defined. In this position paper, we discuss how a general framework for predicate invention could be made, by reasoning about the problem at the meta-level using an appropriate notion of top theory in inductive logic programming.

Cite as

Duangtida Athakravi, Krysia Broda, and Alessandra Russo. Predicate Invention in Inductive Logic Programming. In 2012 Imperial College Computing Student Workshop. Open Access Series in Informatics (OASIcs), Volume 28, pp. 15-21, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2012)


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@InProceedings{athakravi_et_al:OASIcs.ICCSW.2012.15,
  author =	{Athakravi, Duangtida and Broda, Krysia and Russo, Alessandra},
  title =	{{Predicate Invention in Inductive Logic Programming}},
  booktitle =	{2012 Imperial College Computing Student Workshop},
  pages =	{15--21},
  series =	{Open Access Series in Informatics (OASIcs)},
  ISBN =	{978-3-939897-48-4},
  ISSN =	{2190-6807},
  year =	{2012},
  volume =	{28},
  editor =	{Jones, Andrew V.},
  publisher =	{Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops.dagstuhl.de/entities/document/10.4230/OASIcs.ICCSW.2012.15},
  URN =		{urn:nbn:de:0030-drops-37596},
  doi =		{10.4230/OASIcs.ICCSW.2012.15},
  annote =	{Keywords: Predicate invention, Inductive logic programming, Machine learning}
}
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