Learning Kernel Classifiers: Theory and Algorithms (Adaptive Computation and Machine Learning series) - Tapa blanda

Herbrich, Ralf

 
9780262546591: Learning Kernel Classifiers: Theory and Algorithms (Adaptive Computation and Machine Learning series)
Tapa blanda
ISBN 10: 0262546590 ISBN 13: 9780262546591
Editorial: MIT Press, 2022

Sinopsis

An overview of the theory and application of kernel classification methods.

Linear classifiers in kernel spaces have emerged as a major topic within the field of machine learning. The kernel technique takes the linear classifier—a limited, but well-established and comprehensively studied model—and extends its applicability to a wide range of nonlinear pattern-recognition tasks such as natural language processing, machine vision, and biological sequence analysis. This book provides the first comprehensive overview of both the theory and algorithms of kernel classifiers, including the most recent developments. It begins by describing the major algorithmic advances: kernel perceptron learning, kernel Fisher discriminants, support vector machines, relevance vector machines, Gaussian processes, and Bayes point machines. Then follows a detailed introduction to learning theory, including VC and PAC-Bayesian theory, data-dependent structural risk minimization, and compression bounds. Throughout, the book emphasizes the interaction between theory and algorithms: how learning algorithms work and why. The book includes many examples, complete pseudo code of the algorithms presented, and an extensive source code library.

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Acerca del autor

Ralf Herbrich is a Postdoctoral Researcher in the Machine Learning and Perception Group at Microsoft Research Cambridge and a Research Fellow of Darwin College, University of Cambridge.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
MIT Press
Año de publicación
2022
Idioma
Inglés
ISBN 10 
0262546590
ISBN 13 
9780262546591
Encuadernación
Tapa blanda
Número de páginas
392
Contacto del fabricante
no disponible
Persona responsable
no disponible

Otras ediciones populares con el mismo título

9780262083065: Learning Kernel Classifiers: Theory and Algorithms (Adaptive Computation and Machine Learning series)

Edición Destacada

ISBN 10:  026208306X ISBN 13:  9780262083065
Editorial: The MIT Press, 2001
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