Quotation Karatzoglou, Alexandros, Feinerer, Ingo, Hornik, Kurt. 2009. Nonparametric Distribution Analysis for Text Mining. In Advances in Data Analysis, Data Handling and Business Intelligence Proceedings of the 32nd Annual Conference of the Gesellschaft für Klassifikation e.V., Joint Conference with the British Classification Society (BCS) and the Dutch/Flemish Classification Society (VOC), Helmut-Schmidt-University, Hamburg, July 16-18, 2008, Hrsg. Andreas Fink, Berthold Lausen, Wilfried Seidel and Alfred Ultsch, 295-305. Berlin - Heidelberg: Springer.


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Abstract

number of new algorithms for nonparametric distribution analysis based on Maximum Mean Discrepancy measures have been recently introduced. These novel algorithms operate in Hilbert space and can be used for nonparametric two-sample tests. Coupled with recent advances in string kernels, these methods extend the scope of kernel-based methods in the area of text mining. DOI:10.1007/978-3-642-01044-6_27We review these kernel-based two-sample tests focusing on text mining where we will propose novel applications and present an efficient implementation in the kernlab package. We also present an efficient and integrated environment for applying modern machine learning methods to complex text mining problems through the combined use of the tm (for text mining) and the kernlab (for kernel-based learning) R packages.

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Publication's profile

Status of publication Published
Affiliation WU
Type of publication Contribution to conference proceedings
Language English
Title Nonparametric Distribution Analysis for Text Mining
Title of whole publication Advances in Data Analysis, Data Handling and Business Intelligence Proceedings of the 32nd Annual Conference of the Gesellschaft für Klassifikation e.V., Joint Conference with the British Classification Society (BCS) and the Dutch/Flemish Classification Society (VOC), Helmut-Schmidt-University, Hamburg, July 16-18, 2008
Editor Andreas Fink, Berthold Lausen, Wilfried Seidel and Alfred Ultsch
Page from 295
Page to 305
Location Berlin - Heidelberg
Publisher Springer
Year 2009
ISBN 978-3-642-01045-3
URL http://www.springerlink.com/content/r1541820662lp774/

Associations

People
Karatzoglou, Alexandros (Former researcher)
Hornik, Kurt (Details)
External
Feinerer, Ingo
Organization
Institut f. Präsides SO (Details)
Institute for Statistics and Mathematics IN (Details)
Research Institute for Computational Methods FI (Details)
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