Knowledge Discovery with Support Vector Machines Hardback
by Lutz H. Hamel
Part of the Wiley Series on Methods and Applications in Data Mining series
Hardback
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Description
An easy-to-follow introduction to support vector machines This book provides an in-depth, easy-to-follow introduction to support vector machines drawing only from minimal, carefully motivated technical and mathematical background material.
It begins with a cohesive discussion of machine learning and goes on to cover: Knowledge discovery environments Describing data mathematically Linear decision surfaces and functions Perceptron learning Maximum margin classifiers Support vector machines Elements of statistical learning theory Multi-class classification Regression with support vector machines Novelty detection Complemented with hands-on exercises, algorithm descriptions, and data sets, Knowledge Discovery with Support Vector Machines is an invaluable textbook for advanced undergraduate and graduate courses.
It is also an excellent tutorial on support vector machines for professionals who are pursuing research in machine learning and related areas.
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Available to Order - This title is available to order, with delivery expected within 2 weeks
- Format:Hardback
- Pages:262 pages
- Publisher:John Wiley & Sons Inc
- Publication Date:04/09/2009
- Category:
- ISBN:9780470371923
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Information
-
Available to Order - This title is available to order, with delivery expected within 2 weeks
- Format:Hardback
- Pages:262 pages
- Publisher:John Wiley & Sons Inc
- Publication Date:04/09/2009
- Category:
- ISBN:9780470371923