Support Vector Machines for Pattern Classification

By:

Shigeo Abe

Format:

Paperback / softback

Series:

Advances in Computer Vision and Pattern Recognition

Show Hide Adult Content

$409.99

Available from supplier

Usually ships in 3-4 weeks

0 in Trolley

Price Match

Wrap this item as a gift ($5.90) - add a free gift card on the next page

Buy Now, Pay Later with:

4 payments of $102.50 with Afterpay Learn more

Availability

Delivering to:

Estimated arrival:

Around 4-14 June using International Courier

Description

A guide on the use of SVMs in pattern classification, including a rigorous performance comparison of classifiers and regressors. The book presents architectures for multiclass classification and function approximation problems, as well as evaluation criteria for classifiers and regressors. Features: Clarifies the characteristics of two-class SVMs; Discusses kernel methods for improving the generalization ability of neural networks and fuzzy systems; Contains ample illustrations and examples; Includes performance evaluation using publicly available data sets; Examines Mahalanobis kernels, empirical feature space, and the effect of model selection by cross-validation; Covers sparse SVMs, learning using privileged information, semi-supervised learning, multiple classifier systems, and multiple kernel learning; Explores incremental training based batch training and active-set training methods, and decomposition techniques for linear programming SVMs; Discusses variable selection for support vector regressors.

Release date Australia

May 4th, 2012

Author

Shigeo Abe

Audience

Professional & Vocational

Edition

Softcover reprint of hardcover 2nd ed. 2010

Illustrations

114 Illustrations, black and white; XX, 473 p. 114 illus.

Pages

473

Series

Advances in Computer Vision and Pattern Recognition

Dimensions

156x234x25

ISBN-13

9781447125488

Product ID

20352971

Customer reviews

Nobody has reviewed this product yet. You could be the first!

Write a Review

Marketplace listings

There are no Marketplace listings available for this product currently.
Already own it? Create a free listing and pay just 9% commission when it sells!

Sell Yours Here