About: HISTORY-DRIVEN TEMPLATE GENERATION IN INDUCTIVE LOGIC PROGRAMMING

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	Inductive logic programming is a machine learning method that combines inductive learning with the representation of hypotheses as logic programs. There exist methods that given a template find unification of variables in the template to obtain a hypothesis that subsumes all positive examples and does not subsume any negative example. In this paper we deal with the problem how to obtain the template. In particular, we suggest a method how to efficiently generate the template by remembering the history of generated templates and exploiting this history when adding predicates to a new candidate template. This method significantly outperforms the existing method based on brute-force incremental extension of the template. We demonstrate the efficiency experimentally using randomly generated structured problems. Inductive logic programming is a machine learning method that combines inductive learning with the representation of hypotheses as logic programs. There exist methods that given a template find unification of variables in the template to obtain a hypothesis that subsumes all positive examples and does not subsume any negative example. In this paper we deal with the problem how to obtain the template. In particular, we suggest a method how to efficiently generate the template by remembering the history of generated templates and exploiting this history when adding predicates to a new candidate template. This method significantly outperforms the existing method based on brute-force incremental extension of the template. We demonstrate the efficiency experimentally using randomly generated structured problems. (en)
Title	HISTORY-DRIVEN TEMPLATE GENERATION IN INDUCTIVE LOGIC PROGRAMMING HISTORY-DRIVEN TEMPLATE GENERATION IN INDUCTIVE LOGIC PROGRAMMING (en)
skos:prefLabel	HISTORY-DRIVEN TEMPLATE GENERATION IN INDUCTIVE LOGIC PROGRAMMING HISTORY-DRIVEN TEMPLATE GENERATION IN INDUCTIVE LOGIC PROGRAMMING (en)
skos:notation	RIV/00216208:11320/12:10129774!RIV13-GA0-11320___
http://linked.open...avai/riv/aktivita	I P
http://linked.open...avai/riv/aktivity	I, P(GBP202/12/G061)
http://linked.open...iv/cisloPeriodika	2
http://linked.open...vai/riv/dodaniDat	2013
http://linked.open...aciTvurceVysledku	Chovanec, Andrej Barták, Roman
http://linked.open.../riv/druhVysledku	J - Článek v odborném periodiku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Univerzita Karlova v Praze / Matematicko-fyzikální fakulta
http://linked.open...dnocenehoVysledku	139197
http://linked.open...ai/riv/idVysledku	RIV/00216208:11320/12:10129774
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Constraint Satisfaction; Template Generation; Inductive Logic Programming (en)
http://linked.open.../riv/klicoveSlovo	Constraint Satisfaction Inductive Logic Programming Template Generation
http://linked.open...odStatuVydavatele	AZ - Ázerbájdžánská republika
http://linked.open...ontrolniKodProRIV	[0E45225D2FA5]
http://linked.open...i/riv/nazevZdroje	Applied and Computational Mathematics
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...vavai/riv/projekt	Center of excellence - Institute for theoretical computer science (CE-ITI)
http://linked.open...UplatneniVysledku	2012
http://linked.open...v/svazekPeriodika	11
http://linked.open...iv/tvurceVysledku	Barták, Roman Chovanec, Andrej
http://linked.open...ain/vavai/riv/wos	000306149600005
issn	1683-3511
number of pages	14 (xsd:int)
http://localhost/t...ganizacniJednotka	11320

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