A Benchmark for Content-Based Retrieval in Bivariate Data Collections


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SCHERER, Maximilian, Tatiana VON LANDESBERGER, Tobias SCHRECK, 2012. A Benchmark for Content-Based Retrieval in Bivariate Data Collections. In: ZAPHIRIS, Panayiotis, ed., George BUCHANAN, ed., Edie RASMUSSEN, ed., Fernando LOIZIDES, ed.. Theory and Practice of Digital Libraries. Berlin, Heidelberg:Springer Berlin Heidelberg, pp. 286-297. ISBN 978-3-642-33289-0

@inproceedings{Scherer2012Bench-22702, title={A Benchmark for Content-Based Retrieval in Bivariate Data Collections}, year={2012}, doi={10.1007/978-3-642-33290-6_31}, number={7489}, isbn={978-3-642-33289-0}, address={Berlin, Heidelberg}, publisher={Springer Berlin Heidelberg}, series={Lecture Notes in Computer Science}, booktitle={Theory and Practice of Digital Libraries}, pages={286--297}, editor={Zaphiris, Panayiotis and Buchanan, George and Rasmussen, Edie and Loizides, Fernando}, author={Scherer, Maximilian and von Landesberger, Tatiana and Schreck, Tobias} }

<rdf:RDF xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:bibo="http://purl.org/ontology/bibo/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:dcterms="http://purl.org/dc/terms/" xmlns:xsd="http://www.w3.org/2001/XMLSchema#" > <rdf:Description rdf:about="https://kops.uni-konstanz.de/rdf/resource/123456789/22702"> <dcterms:title>A Benchmark for Content-Based Retrieval in Bivariate Data Collections</dcterms:title> <dc:creator>Schreck, Tobias</dc:creator> <dc:creator>Scherer, Maximilian</dc:creator> <dc:contributor>Scherer, Maximilian</dc:contributor> <dc:contributor>von Landesberger, Tatiana</dc:contributor> <dc:creator>von Landesberger, Tatiana</dc:creator> <dcterms:issued>2012</dcterms:issued> <dcterms:abstract xml:lang="eng">Huge amounts of various research data are produced and made publicly available in digital libraries. An important category is bivariate data (measurements of one variable versus the other). Examples of bivariate data include observations of temperature and ozone levels (e.g., in environmental observation), domestic production and unemployment (e.g., in economics), or education and income level levels (in the social sciences). For accessing these data, content-based retrieval is an important query modality. It allows researchers to search for specific relationships among data variables (e.g., quadratic dependence of temperature on altitude). However, such retrieval is to date a challenge, as it is not clear which similarity measures to apply. Various approaches have been proposed, yet no benchmarks to compare their retrieval effectiveness have been defined. In this paper, we construct a benchmark for retrieval of bivariate data. It is based on a large collection of bivariate research data. To define similarity classes, we use category information that was annotated by domain experts. The resulting similarity classes are used to compare several recently proposed content-based retrieval approaches for bivariate data, by means of precision and recall. This study is the first to present an encompassing benchmark data set and compare the performance of respective techniques. We also identify potential research directions based on the results obtained for bivariate data. The benchmark and implementations of similarity functions are made available, to foster research in this emerging area of content-based retrieval.</dcterms:abstract> <dc:date rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2013-05-09T09:53:57Z</dc:date> <dc:contributor>Schreck, Tobias</dc:contributor> <dcterms:bibliographicCitation>International Conference on Theory and Practice of Digital Libraries : Second International Conference ; Paphos, Cyprus, September 23-27, 2012 / Panayiotis Zaphiris... (eds.). - Berlin [u.a.] : Springer, 2012. - S. 286-297. - ISBN 978-3-642-33289-0</dcterms:bibliographicCitation> <bibo:uri rdf:resource="http://kops.uni-konstanz.de/handle/123456789/22702"/> <dcterms:rights rdf:resource="http://nbn-resolving.org/urn:nbn:de:bsz:352-20140905103605204-4002607-1"/> <dcterms:available rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2013-09-30T22:25:04Z</dcterms:available> <dc:language>eng</dc:language> <dc:rights>deposit-license</dc:rights> </rdf:Description> </rdf:RDF>

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