EAGLE: Efficient Active Learning of Link Specifications Using Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.8120

@InProceedings{conf/esws/NgomoL12,

• author = "Axel-Cyrille {Ngonga Ngomo} and Klaus Lyko",
• title = "{EAGLE}: Efficient Active Learning of Link Specifications Using Genetic Programming",
• booktitle = "Proceedings of the 9th Extended Semantic Web Conference (ESWC 2012)",
• year = "2012",
• editor = "Elena Simperl and Philipp Cimiano and Axel Polleres and Oscar Corcho and Valentina Presutti",
• volume = "7295",
• series = "Lecture Notes in Computer Science",
• pages = "149--163",
• address = "Heraklion, Crete, Greece",
• month = may # " 27-31",
• publisher = "Springer",
• keywords = "genetic algorithms, genetic programming",
• isbn13 = "978-3-642-30283-1",
• DOI = "doi:10.1007/978-3-642-30284-8_17",
• size = "15 pages",
• abstract = "With the growth of the Linked Data Web, time-efficient approaches for computing links between data sources have become indispensable. Most Link Discovery frameworks implement approaches that require two main computational steps. First, a link specification has to be explicated by the user. Then, this specification must be executed. While several approaches for the time-efficient execution of link specifications have been developed over the last few years, the discovery of accurate link specifications remains a tedious problem. In this paper, we present EAGLE, an active learning approach based on genetic programming. EAGLE generates highly accurate link specifications while reducing the annotation burden for the user. We evaluate EAGLE against batch learning on three different data sets and show that our algorithm can detect specifications with an F-measure superior to 90percent while requiring a small number of questions.",
• notes = "The Semantic Web: Research and Applications",
• affiliation = "Department of Computer Science, University of Leipzig, Johannisgasse 26, 04103 Leipzig, Germany",
• bibdate = "2012-05-24",
• bibsource = "DBLP, http://dblp.uni-trier.de/db/conf/esws/eswc2012.html#NgomoL12",

}

Genetic Programming entries for Axel-Cyrille Ngonga Ngomo Klaus Lyko

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