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Zeitschriftenartikel:

A. Karatzoglou, I. Feinerer:
"Kernel-based machine learning for fast text mining in R";
Computational Statistics and Data Analysis, 54 (2010), 2; S. 290 - 297.



Kurzfassung englisch:
Recent advances in the field of kernel-based machine learning methods allow fast processing of text using string kernels utilizing suffix arrays. kernlab provides both kernel methods´ infrastructure and a large collection of already implemented algorithms and includes an implementation of suffix-array-based string kernels. Along with the use of the text mining infrastructure provided by tm these packages provide R with functionality in processing, visualizing and grouping large collections of text data using kernel methods. The emphasis is on the performance of various types of string kernels at these tasks.


"Offizielle" elektronische Version der Publikation (entsprechend ihrem Digital Object Identifier - DOI)
http://dx.doi.org/10.1016/j.csda.2009.09.023


Erstellt aus der Publikationsdatenbank der Technischen Universität Wien.