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Text mining : classification, clustering, and applications / Ashok Srivastava, Mehran Sahami.

Contributor(s): Srivastava, Ashok, 1969- | Sahami, Mehran.
Material type: materialTypeLabelBookSeries: Chapman & Hall/CRC data mining and knowledge discovery series: Publisher: Boca Raton, Fla. : CRC Press, 2009Description: 1 online resource (xxx, 290 pages).Content type: text Media type: computer Carrier type: online resourceISBN: 9780429191985.Subject(s): Data mining -- Statistical methodsAdditional physical formats: Print version: : No titleDDC classification: 006.312 Online resources: Click here to view.
Contents:
chapter 1 Analysis of Text Patterns Using Kernel Methods / Marco Turchi -- chapter 2 Detection of Bias in Media Outlets with Statistical Learning Methods / Blaz Fortuna -- chapter 3 Collective Classification for Text Classification / Galileo Namata -- chapter 4 Topic Models / David M. Blei -- chapter 5 Nonnegative Matrix and Tensor Factorization for Discussion Tracking / Brett W. Bader -- chapter 6 Text Clustering with Mixture of von Mises-Fisher Distribu- tions / Arindam Banerjee -- chapter 7 Constrained Partitional Clustering of Text Data: An Overview / Sugato Basu -- chapter 8 Adaptive Information Filtering / Yi Zhang -- chapter 9 Utility-Based Information Distillation / Yiming Yang -- chapter 10 Text Search-Enhanced with Types and Entities / Soumen Chakrabarti.
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Includes bibliographical references (pages 275) and index.

chapter 1 Analysis of Text Patterns Using Kernel Methods / Marco Turchi -- chapter 2 Detection of Bias in Media Outlets with Statistical Learning Methods / Blaz Fortuna -- chapter 3 Collective Classification for Text Classification / Galileo Namata -- chapter 4 Topic Models / David M. Blei -- chapter 5 Nonnegative Matrix and Tensor Factorization for Discussion Tracking / Brett W. Bader -- chapter 6 Text Clustering with Mixture of von Mises-Fisher Distribu- tions / Arindam Banerjee -- chapter 7 Constrained Partitional Clustering of Text Data: An Overview / Sugato Basu -- chapter 8 Adaptive Information Filtering / Yi Zhang -- chapter 9 Utility-Based Information Distillation / Yiming Yang -- chapter 10 Text Search-Enhanced with Types and Entities / Soumen Chakrabarti.

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