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Abstract: Query optimization is used frequently in relational database management systems. Most existing techniques are based on reordering the relational operators, where the most selective operators are executed first. In this work we evaluate a similar approach in the context of Inductive Logic Programming (ILP). There are some important di#erences between relational database management systems and ILP systems. We describe some of these di#erences and list the resulting requirements for a... (Update)
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BibTeX entry: (Update)
J. Struyf and H. Blockeel. Query optimization in inductive logic programming by reordering literals. In Proceedings of the 13th International Conference on Inductive Logic Programming, Lecture Notes in Arti cial Intelligence. Springer-Verlag, 2003. To appear. http://citeseer.ist.psu.edu/struyf03query.html More
@misc{ struyf03query,
author = "J. Struyf and H. Blockeel",
title = "Query optimization in inductive logic programming by reordering literals",
text = "J. Struyf and H. Blockeel. Query optimization in inductive logic programming
by reordering literals. In Proceedings of the 13th International Conference
on Inductive Logic Programming, Lecture Notes in Arti cial Intelligence.
Springer-Verlag, 2003. To appear.",
year = "2003",
url = "citeseer.ist.psu.edu/struyf03query.html" }
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492 Learning logical definitions from relations (context) - Quinlan - 1990
481 Fundamentals of Database Systems (context) - Elmasri, Navathe - 1989
127 Query optimization in database systems (context) - Jarke, Koch - 1984
55 Special issue on Inductive Logic Programming (context) - Muggleton, Progol et al. - 1995
27 and other implementation issues in the WAM (context) - Carlsson, indexing - 1987
22 Scaling up inductive logic programming by learning from inte.. - Blockeel, De Raedt et al. - 1999
15 An assessment of ILP-assisted models for toxicology and the .. - Srinivasan, King et al. - 1999
14 Beyond independence: Probabilistic models for query approxim.. - Pavlov, Mannila et al. - 2003
12 Lattice-search runtime distributions may be heavy-tailed - Zelezny, Srinivasan et al. - 2003
10 Query transformations for improving the e#ciency of ILP syst.. (context) - Costa, Srinivasan et al. - 2002
7 ciency of inductive logic programming through the use of que.. (context) - Blockeel, Dehaspe et al. - 2001
5 cient subsumption algorithm for inductive logic programming (context) - Kietz, Lubbe - 1994
5 Compact representation of knowledge bases in ILP - Struyf, Ramon et al.
5 Declarative bias in ILP - Nedellec, Ade et al. - 1996
3 Implementation techniques for prolog - Krall - 1994
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