A comprehensive introduction to Support Vector Machines and related kernel methods. In the 1990s, a new type of learning algorithm was developed, based on resul

A comprehensive introduction to Support Vector Machines and related kernel methods.

Regularization, Optimization, Kernels, and Support Vector Machines offers a snapshot of the current state of the art of large-scale machine learning, providing

A detailed overview of current research in kernel methods and their application to computational biology.

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