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Learning to Classify Text Using Support Vector Machines

Name: Learning to Classify Text Using Support Vector Machines
Brand: Springer
SKU: 01397195
Price: 102.97 EUR
Availability: InStock
Author: Thorsten Joachims
ISBN: 9780792376798

Methods, Theory and Algorithms

Thorsten Joachims

Language

English

Book Hardback

Libristo code: 01397195

Publishers Springer, April 2002

Based on ideas from Support Vector Machines (SVMs), Learning To Classify Text Using Support Vector M... Full description

Libristo code: 01397195

249 b

102.97 €

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Based on ideas from Support Vector Machines (SVMs), Learning To Classify Text Using Support Vector Machines presents a new approach to generating text classifiers from examples. The approach combines high performance and efficiency with theoretical understanding and improved robustness. In particular, it is highly effective without greedy heuristic components. The SVM approach is computationally efficient in training and classification, and it comes with a learning theory that can guide real-world applications.§Learning To Classify Text Using Support Vector Machines gives a complete and detailed description of the SVM approach to learning text classifiers, including training algorithms, transductive text classification, efficient performance estimation, and a statistical learning model of text classification. In addition, it includes an overview of the field of text classification, making it self-contained even for newcomers to the field. This book gives a concise introduction to SVMs for pattern recognition, and it includes a detailed description of how to formulate text-classification tasks for machine learning.