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https://hdl.handle.net/1822/10828
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Campo DC | Valor | Idioma |
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dc.contributor.author | Cortez, Paulo | - |
dc.date.accessioned | 2010-08-25T11:11:41Z | - |
dc.date.available | 2010-08-25T11:11:41Z | - |
dc.date.issued | 2010 | - |
dc.identifier.citation | CORTEZ, Paulo - Data Mining with Neural Networks and Support Vector Machines using the R/rminer Tool. In PERNER, Petra, ed. lit. – “Advances in Data Mining : applications and theoretical aspects : proceedings of the Industrial Conference on Data Mining (ICDM 2010), 10, Berlin, Germany, 2010” [Em linha]. Berlin : Springer, 2010. (Lecture Notes in Artificial Intelligence ; 6171) [Consult. 25 Ag. 2010]. Disponível em: http://www.springerlink.com/content/10458pl671v32v89. ISBN 978-3-642-14399-1. | por |
dc.identifier.isbn | 978-3-642-14399-1 | - |
dc.identifier.issn | 0302-9743 | por |
dc.identifier.uri | https://hdl.handle.net/1822/10828 | - |
dc.description.abstract | We present rminer, our open source library for the R tool that facilitates the use of data mining (DM) algorithms, such as neural Networks (NNs) and support vector machines (SVMs), in classification and regression tasks. Tutorial examples with real-world problems (i.e. satellite image analysis and prediction of car prices) were used to demonstrate the rminer capabilities and NN/SVM advantages. Additional experiments were also held to test the rminer predictive capabilities, revealing competitive performances. | por |
dc.description.sponsorship | Fundação para a Ciência e a Tecnologia (FCT) - PTDC/EIA/64541/2006 | por |
dc.language.iso | eng | por |
dc.publisher | Springer | por |
dc.rights | openAccess | por |
dc.subject | Classification | por |
dc.subject | Regression | por |
dc.subject | Sensitivity Analysis | por |
dc.subject | Neural Networks | por |
dc.subject | Support Vector Machines | por |
dc.title | Data mining with neural networks and support vector machines using the R/rminer tool | por |
dc.type | conferencePaper | por |
dc.peerreviewed | yes | por |
dc.relation.publisherversion | © Springer. The original publication is available at: http://www.springerlink.com/content/10458pl671v32v89 | - |
oaire.citationStartPage | 572 | por |
oaire.citationEndPage | 583 | por |
oaire.citationVolume | 6171 | por |
dc.identifier.doi | 10.1007/978-3-642-14400-4_44 | por |
dc.subject.wos | Science & Technology | por |
sdum.journal | Lecture Notes in Computer Science | por |
sdum.conferencePublication | ADVANCES IN DATA MINING: APPLICATIONS AND THEORETICAL ASPECTS | por |
Aparece nas coleções: | DSI - Engenharia da Programação e dos Sistemas Informáticos |
Ficheiros deste registo:
Ficheiro | Descrição | Tamanho | Formato | |
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2010-rminer.pdf | 234,03 kB | Adobe PDF | Ver/Abrir |