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Digital signal processing with kernel methods /

Offering example applications and detailed benchmarking experiments with real and synthetic datasets throughout, this book provides a comprehensive overview of kernel methods in signal processing, without restriction to any application field. --

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autores principales: Rojo-Álvarez, José Luis, 1972- (Autor), Martínez-Ramón, Manel, 1968- (Autor), Muñoz Marí, Jordi (Autor), Camps-Valls, Gustavo, 1972- (Autor)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Hoboken, NJ : Wiley, 2017.
Edición:First edition.
Temas:
Acceso en línea:Texto completo (Requiere registro previo con correo institucional)

MARC

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100 1 |a Rojo-Álvarez, José Luis,  |d 1972-  |e author. 
245 1 0 |a Digital signal processing with kernel methods /  |c by Dr. José Luis Rojo-Álvarez, Dr. Manel Martínez-Ramón, Dr. Jordi Muñoz-Marí, Dr. Gustau Camps-Valls. 
250 |a First edition. 
264 1 |a Hoboken, NJ :  |b Wiley,  |c 2017. 
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504 |a Includes bibliographical references and index. 
505 0 |a From signal processing to machine learning -- Introduction to digital signal processing -- Signal processing models -- Kernel functions and reproducing kernel hilbert spaces -- A SVM signal estimation framework -- Reproducing kernel hilbert space models for signal processing -- Dual signal models for signal processing -- Advances in kernel regression and function approximation -- Adaptive kernel learning for signal processing -- SVM and kernel classification algorithms -- Clustering and anomaly detection with kernels -- Kernel feature extraction in signal processing. 
588 0 |a Print version record and CIP data provided by publisher. 
520 |a Offering example applications and detailed benchmarking experiments with real and synthetic datasets throughout, this book provides a comprehensive overview of kernel methods in signal processing, without restriction to any application field. --  |c Edited summary from book. 
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700 1 |a Martínez-Ramón, Manel,  |d 1968-  |e author. 
700 1 |a Muñoz Marí, Jordi,  |e author. 
700 1 |a Camps-Valls, Gustavo,  |d 1972-  |e author. 
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