Studies in Computational Intelligence

Inductive Inference for Large Scale Text Classification

Kernel Approaches and Techniques

Authors: Silva, Catarina, Ribeiro, Bernadete

  • Presents recent research in inductive inference for Large Scale Text Classification

Buy this book

eBook $159.00
price for USA (gross)
  • ISBN 978-3-642-04533-2
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $209.00
price for USA
  • ISBN 978-3-642-04532-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $209.00
price for USA
  • ISBN 978-3-642-26134-3
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this book

Text classification is becoming a crucial task to analysts in different areas. In the last few decades, the production of textual documents in digital form has increased exponentially. Their applications range from web pages to scientific documents, including emails, news and books. Despite the widespread use of digital texts, handling them is inherently difficult - the large amount of data necessary to represent them and the subjectivity of classification complicate matters.

This book gives a concise view on how to use kernel approaches for inductive inference in large scale text classification; it presents a series of new techniques to enhance, scale and distribute text classification tasks. It is not intended to be a comprehensive survey of the state-of-the-art of the whole field of text classification. Its purpose is less ambitious and more practical: to explain and illustrate some of the important methods used in this field, in particular kernel approaches and techniques.

Table of contents (6 chapters)

  • Background on Text Classification

    Silva, Catarina (et al.)

    Pages 3-29

  • Kernel Machines for Text Classification

    Silva, Catarina (et al.)

    Pages 31-48

  • Enhancing SVMs for Text Classification

    Silva, Catarina (et al.)

    Pages 51-70

  • Scaling RVMs for Text Classification

    Silva, Catarina (et al.)

    Pages 71-91

  • Distributing Text Classification in Grid Environments

    Silva, Catarina (et al.)

    Pages 93-115

Buy this book

eBook $159.00
price for USA (gross)
  • ISBN 978-3-642-04533-2
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $209.00
price for USA
  • ISBN 978-3-642-04532-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $209.00
price for USA
  • ISBN 978-3-642-26134-3
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Loading...

Recommended for you

Loading...

Bibliographic Information

Bibliographic Information
Book Title
Inductive Inference for Large Scale Text Classification
Book Subtitle
Kernel Approaches and Techniques
Authors
Series Title
Studies in Computational Intelligence
Series Volume
255
Copyright
2010
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-642-04533-2
DOI
10.1007/978-3-642-04533-2
Hardcover ISBN
978-3-642-04532-5
Softcover ISBN
978-3-642-26134-3
Series ISSN
1860-949X
Edition Number
1
Number of Pages
XX, 155
Topics