Text mining : classification, clustering, and applications
Text mining : classification, clustering, and applications
- Boca Raton, FL : CRC Press, 2009.
- xxx, 290 p. : ill. ;
- Chapman & Hall/CRC data mining and knowledge discovery series .
Includes index
Analysis of text patterns using kernel methods / Marco Turchi, Alessia Mammone, Nello Cristianini --
Detection of bias in media outlets with statistical learning methods / Blaz Fortuna, Carolina Galleguillos, Nello Cristianini --
Collective classification for text classification / Galileo Namata [and others] --
Topic models / David M. Blei, John D. Lafferty --
Nonnegative matrix and tensor factorization for discussion tracking / Brett W. Bader, Michael W. Berry, Amy N. Langville --
Text clustering with mixture of von Mises-Fisher distributions / Arindam Banerjee [and others] --
Constrained partitional clustering of text data: an overview / Sugato Basu, Ian Davidson --
Adaptive information filtering / Yi Zhang --
Utility-based information distillation / Yiming Yang, Abhimanyu Lad --
Text search-enhanced with types and entities / Soumen Chakrabarti [and others].
Giving a broad perspective of the field from numerous vantage points, 'Text Mining' focuses on statistical methods for text mining and analysis. It examines methods to automatically cluster and classify text documents and applies these methods in a variety of areas
9781420059403 (hardcover : alk. paper) 1420059408
Data mining
Data mining -- Statistical methods.
006.31 / TEX
Includes index
Analysis of text patterns using kernel methods / Marco Turchi, Alessia Mammone, Nello Cristianini --
Detection of bias in media outlets with statistical learning methods / Blaz Fortuna, Carolina Galleguillos, Nello Cristianini --
Collective classification for text classification / Galileo Namata [and others] --
Topic models / David M. Blei, John D. Lafferty --
Nonnegative matrix and tensor factorization for discussion tracking / Brett W. Bader, Michael W. Berry, Amy N. Langville --
Text clustering with mixture of von Mises-Fisher distributions / Arindam Banerjee [and others] --
Constrained partitional clustering of text data: an overview / Sugato Basu, Ian Davidson --
Adaptive information filtering / Yi Zhang --
Utility-based information distillation / Yiming Yang, Abhimanyu Lad --
Text search-enhanced with types and entities / Soumen Chakrabarti [and others].
Giving a broad perspective of the field from numerous vantage points, 'Text Mining' focuses on statistical methods for text mining and analysis. It examines methods to automatically cluster and classify text documents and applies these methods in a variety of areas
9781420059403 (hardcover : alk. paper) 1420059408
Data mining
Data mining -- Statistical methods.
006.31 / TEX