Text mining : classification, clustering, and applications /
Ashok Srivastava, Mehran Sahami.
- 1 online resource (xxx, 290 pages)
- Chapman & Hall/CRC data mining and knowledge discovery series .
- Chapman & Hall/CRC data mining and knowledge discovery series. .
Includes bibliographical references (pages 275) and index.
chapter 1 Analysis of Text Patterns Using Kernel Methods / chapter 2 Detection of Bias in Media Outlets with Statistical Learning Methods / chapter 3 Collective Classification for Text Classification / chapter 4 Topic Models / chapter 5 Nonnegative Matrix and Tensor Factorization for Discussion Tracking / chapter 6 Text Clustering with Mixture of von Mises-Fisher Distribu- tions / chapter 7 Constrained Partitional Clustering of Text Data: An Overview / chapter 8 Adaptive Information Filtering / chapter 9 Utility-Based Information Distillation / chapter 10 Text Search-Enhanced with Types and Entities / Marco Turchi -- Blaz Fortuna -- Galileo Namata -- David M. Blei -- Brett W. Bader -- Arindam Banerjee -- Sugato Basu -- Yi Zhang -- Yiming Yang -- Soumen Chakrabarti.
9780429191985
10.1201/9781420059458 doi
Data mining--Statistical methods.
QA76.9.D343 / T393 2009
006.312 / T355
Includes bibliographical references (pages 275) and index.
chapter 1 Analysis of Text Patterns Using Kernel Methods / chapter 2 Detection of Bias in Media Outlets with Statistical Learning Methods / chapter 3 Collective Classification for Text Classification / chapter 4 Topic Models / chapter 5 Nonnegative Matrix and Tensor Factorization for Discussion Tracking / chapter 6 Text Clustering with Mixture of von Mises-Fisher Distribu- tions / chapter 7 Constrained Partitional Clustering of Text Data: An Overview / chapter 8 Adaptive Information Filtering / chapter 9 Utility-Based Information Distillation / chapter 10 Text Search-Enhanced with Types and Entities / Marco Turchi -- Blaz Fortuna -- Galileo Namata -- David M. Blei -- Brett W. Bader -- Arindam Banerjee -- Sugato Basu -- Yi Zhang -- Yiming Yang -- Soumen Chakrabarti.
9780429191985
10.1201/9781420059458 doi
Data mining--Statistical methods.
QA76.9.D343 / T393 2009
006.312 / T355