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Title: Improving the efficiency of inductive logic programming through the use of query packs
Authors: Blockeel, Hendrik ×
Dehaspe, Luc
Demoen, Bart
Janssens, Gerda
Ramon, Jan
Vandecasteele, Henk #
Issue Date: 2002
Publisher: Ai access foundation
Series Title: Journal of artificial intelligence research vol:16 pages:135-166
Abstract: Inductive logic programming, or relational learning, is a powerful paradigm for machine learning or data mining. However, in order for ILP to become practically useful, the efficiency of ILP systems must improve substantially. To this end, the notion of a query pack is introduced: it structures sets of similar queries. Furthermore, a mechanism is described for executing such query packs. A complexity analysis shows that considerable efficiency improvements can be achieved through the use of this query pack execution mechanism. This claim is supported by empirical results obtained by incorporating support for query pack execution in two existing learning systems.
ISSN: 1076-9757
Publication status: published
KU Leuven publication type: IT
Appears in Collections:Informatics Section
× corresponding author
# (joint) last author

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