Widened KRIMP : Better Performance through Diverse Parallelism

Zitieren

Dateien zu dieser Ressource

Prüfsumme: MD5:7a6a4e951f6e3446328554397a75b7ac

SAMPSON, Oliver, Michael BERTHOLD, 2014. Widened KRIMP : Better Performance through Diverse Parallelism. 13th International Symposium, IDA 2014. Leuven, Belgium, 30. Okt 2014 - 1. Nov 2014. In: BLOCKEEL, Hendrik, ed.. Advances in Intelligent Data Analysis XIII : 13th International Symposium, IDA 2014, Leuven, Belgium, October 30 – November 1, 2014 ; Proceedings. 13th International Symposium, IDA 2014. Leuven, Belgium, 30. Okt 2014 - 1. Nov 2014. Cham:Springer, pp. 276-285. ISBN 978-3-319-12570-1

@inproceedings{Sampson2014Widen-29811, title={Widened KRIMP : Better Performance through Diverse Parallelism}, year={2014}, doi={10.1007/978-3-319-12571-8_24}, number={8819}, isbn={978-3-319-12570-1}, address={Cham}, publisher={Springer}, series={Lecture Notes in Computer Science}, booktitle={Advances in Intelligent Data Analysis XIII : 13th International Symposium, IDA 2014, Leuven, Belgium, October 30 – November 1, 2014 ; Proceedings}, pages={276--285}, editor={Blockeel, Hendrik}, author={Sampson, Oliver and Berthold, Michael} }

<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/123456789/29811"> <dcterms:rights rdf:resource="http://nbn-resolving.org/urn:nbn:de:bsz:352-20140905103605204-4002607-1"/> <dcterms:abstract xml:lang="eng">We demonstrate that the previously introduced Widening framework is applicable to state-of-the-art Machine Learning algorithms. Using Krimp, an itemset mining algorithm, we show that parallelizing the search finds better solutions in nearly the same time as the original, sequential/greedy algorithm. We also introduce Reverse Standard Candidate Order (RSCO) as a candidate ordering heuristic for Krimp.</dcterms:abstract> <bibo:uri rdf:resource="http://kops.uni-konstanz.de/handle/123456789/29811"/> <dcterms:available rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2015-02-10T11:02:36Z</dcterms:available> <dcterms:title>Widened KRIMP : Better Performance through Diverse Parallelism</dcterms:title> <dc:contributor>Berthold, Michael</dc:contributor> <dc:contributor>Sampson, Oliver</dc:contributor> <dc:language>eng</dc:language> <dc:date rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2015-02-10T11:02:36Z</dc:date> <dcterms:issued>2014</dcterms:issued> <dc:creator>Sampson, Oliver</dc:creator> <dc:creator>Berthold, Michael</dc:creator> </rdf:Description> </rdf:RDF>

Dateiabrufe seit 10.02.2015 (Informationen über die Zugriffsstatistik)

Sampson_0-260678.pdf 29

Das Dokument erscheint in:

KOPS Suche


Stöbern

Mein Benutzerkonto