Inductive Inference for Large Scale Text Classification Kernel Approaches and Techniques /

• Main Authors: Silva, Catarina (Author), Ribeiro, Bernardete (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2010.
• Series: Studies in Computational Intelligence, 255
• Subjects: Engineering.; Artificial intelligence.; Text processing (Computer science).; Computational linguistics.; Applied mathematics.; Engineering mathematics.; Appl.Mathematics/Computational Methods of Engineering.; Document Preparation and Text Processing.; Computational Linguistics.; Artificial Intelligence (incl. Robotics).

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 wide...

Table of Contents:

• Fundamentals
• Background on Text Classification
• Kernel Machines for Text Classification
• Approaches and techniques
• Enhancing SVMs for Text Classification
• Scaling RVMs for Text Classification
• Distributing Text Classification in Grid Environments
• Framework for Text Classification.