Learning linkage rules using genetic programming
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gp-bibliography.bib Revision:1.8081
- @InProceedings{conf/semweb/IseleB11,
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title = "Learning linkage rules using genetic programming",
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author = "Robert Isele and Christian Bizer",
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booktitle = "Proceedings of the 6th International Workshop on
Ontology Matching",
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editor = "Pavel Shvaiko and Jerome Euzenat and Tom Heath and
Christoph Quix and Ming Mao and Isabel F. Cruz",
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year = "2011",
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volume = "814",
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series = "CEUR Workshop Proceedings",
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address = "Bonn, Germany",
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month = oct # " 24",
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publisher = "CEUR-WS.org",
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keywords = "genetic algorithms, genetic programming, linked data,
link discovery, duplicate detection, deduplication,
record linkage",
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URL = "http://ceur-ws.org/Vol-814/om2011_Tpaper2.pdf",
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URL = "http://ceur-ws.org/Vol-814",
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size = "12 pages",
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abstract = "An important problem in Linked Data is the discovery
of links between entities which identify the same real
world object. These links are often generated based on
manually written linkage rules which specify the
condition which must be fulfilled for two entities in
order to be interlinked. In this paper, we present an
approach to automatically generate linkage rules from a
set of reference links. Our approach is based on
genetic programming and has been implemented in the
Silk Link Discovery Framework. It is capable of
generating complex linkage rules which compare multiple
properties of the entities and employ data
transformations in order to normalise their values.
Experimental results show that it outperforms a genetic
programming approach for record deduplication recently
presented by Carvalho et. al. In tests with linkage
rules that have been created for our research projects
our approach learnt rules which achieve a similar
accuracy than the original human-created linkage
rule.",
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notes = "http://www4.wiwiss.fu-berlin.de/bizer/silk/",
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bibdate = "2012-02-15",
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bibsource = "DBLP,
http://dblp.uni-trier.de/db/conf/semweb/om2011.html#IseleB11",
- }
Genetic Programming entries for
Robert Isele
Christian Bizer
Citations