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Indigo

Support Vector Machines for Pattern Classification by Shigeo Abe, Hardcover | Indigo Chapters

From Shigeo Abe

Current price: $248.50
Support Vector Machines for Pattern Classification by Shigeo Abe, Hardcover | Indigo Chapters
Support Vector Machines for Pattern Classification by Shigeo Abe, Hardcover | Indigo Chapters

Indigo

Support Vector Machines for Pattern Classification by Shigeo Abe, Hardcover | Indigo Chapters

From Shigeo Abe

Current price: $248.50
Loading Inventory...

Size: 1 x 9.25 x 4.19

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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. | Support Vector Machines for Pattern Classification by Shigeo Abe, Hardcover | Indigo Chapters

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