<div class="csl-bib-body">
<div class="csl-entry">Feinerer, I., & Karatzoglou, A. (2010). Support Vector Machines for Large Scale Text Mining in R. In Y. Lechevallier & G. Saporta (Eds.), <i>Proceedings of COMPSTAT’2010 19th International Conference on Computational StatisticsParis France, August 22-27, 2010 Keynote, Invited and Contributed Papers</i> (pp. 991–998). Physica. http://hdl.handle.net/20.500.12708/53342</div>
</div>
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dc.identifier.isbn
978-3-7908-2603-6
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dc.identifier.uri
http://hdl.handle.net/20.500.12708/53342
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dc.description.abstract
SVMs are an established tool in machine learning and data analysis. Though many implementations of SVM exist often specific applications require tailor made algorithms. In text mining in particular the data often comes in large sparse data matrices. Typical SVM algorithms like SMO do not take advantage of the sparsity, and do not scale well to data sets with millions of entries. In this paper we present an implementation of linear SVMs for R that address both of these issues.
en
dc.language.iso
en
-
dc.publisher
Physica
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dc.subject
text mining
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dc.subject
SVM
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dc.subject
large scale
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dc.title
Support Vector Machines for Large Scale Text Mining in R
en
dc.type
Konferenzbeitrag
de
dc.type
Inproceedings
en
dc.relation.publication
Proceedings of COMPSTAT'2010 19th International Conference on Computational StatisticsParis France, August 22-27, 2010 Keynote, Invited and Contributed Papers
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dc.relation.isbn
978-3-7908-2604-3
-
dc.relation.doi
10.1007/978-3-7908-2604-3
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dc.description.startpage
991
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dc.description.endpage
998
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dc.type.category
Full-Paper Contribution
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dc.publisher.place
Heidelberg, Deutschland
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tuw.booktitle
Proceedings of COMPSTAT'2010 19th International Conference on Computational StatisticsParis France, August 22-27, 2010 Keynote, Invited and Contributed Papers
-
tuw.peerreviewed
true
-
tuw.relation.publisher
Physica
-
tuw.relation.publisherplace
Heidelberg
-
tuw.book.chapter
Supplementary Contributed Papers
-
tuw.researchTopic.id
I1
-
tuw.researchTopic.name
Logic and Computation
-
tuw.researchTopic.value
100
-
tuw.publication.orgunit
E192-02 - Forschungsbereich Databases and Artificial Intelligence
-
dc.description.numberOfPages
8
-
tuw.event.name
19th International Conference on Computational Statistics
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tuw.event.startdate
22-08-2010
-
tuw.event.enddate
27-08-2010
-
tuw.event.online
On Site
-
tuw.event.type
Event for scientific audience
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tuw.event.place
Paris, Frankreich
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tuw.event.place
Paris, Frankreich
-
tuw.event.country
EU
-
tuw.event.presenter
Feinerer, Ingo
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wb.sciencebranch
Mathematik, Informatik
-
wb.sciencebranch.oefos
11
-
wb.presentation.type
science to science/art to art
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item.languageiso639-1
en
-
item.openairetype
conference paper
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item.grantfulltext
none
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item.fulltext
no Fulltext
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item.cerifentitytype
Publications
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item.openairecristype
http://purl.org/coar/resource_type/c_5794
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crisitem.author.dept
E192-02 - Forschungsbereich Databases and Artificial Intelligence
