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Springer Support Vector Machines for Pattern Classification - Springer

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Description

This comprehensive guide explores the theory and application of support vector machines in pattern classification tasks. The book provides rigorous performance comparisons between classifiers and regressors, making it essential for understanding SVM capabilities and limitations. It covers multiclass classification architectures, function approximation methods, and detailed evaluation criteria for assessing classifier and regressor performance. The text clarifies two-class SVM fundamentals whilst discussing kernel methods that enhance the generalization ability of neural networks and fuzzy systems. Throughout the book, ample illustrations and practical examples demonstrate real-world applications, with performance evaluation conducted using publicly available datasets. The material examines advanced topics including Mahalanobis kernels and empirical techniques, making it suitable for researchers, practitioners, and students seeking in-depth knowledge of SVMs in computer vision and pattern recognition.

Key Features

Support Vector Machines for Pattern Classification presents rigorous performance comparisons of multiple classifiers and regressors for benchmarking purposes.

The book clarifies characteristics of two-class SVMs and explains kernel methods for improving neural network and fuzzy system generalization.

Multiclass classification architectures and function approximation solutions are detailed with comprehensive evaluation criteria for both classifiers and regressors.

Ample illustrations, practical examples, and publicly available datasets provide hands-on performance evaluation and real-world application demonstrations.

Advanced topics including Mahalanobis kernels and empirical techniques are examined for researchers working in computer vision and pattern recognition.

Product Specifications

Format
hardcover
Domain
Amazon UK
Release Date
29 March 2010
Listed Since
11 January 2010

Barcode

No barcode data available

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