Rojo-Álvarez, José Luis, 1972-
Digital signal processing with kernel methods / by Dr. José Luis Rojo-Álvarez, Dr. Manel Martínez-Ramón, Dr. Jordi Muñoz-Marí, Dr. Gustau Camps-Valls. - First edition. - 1 online resource
Includes bibliographical references and index.
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.
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. --
9781118705827 1118705823 9781118705810 1118705815
CL0500000956 Safari Books Online
2017044705
Signal processing--Digital techniques.
TECHNOLOGY & ENGINEERING--Mechanical.
Signal processing--Digital techniques.
Electronic books.
TK5102.9
621.382/20285
Digital signal processing with kernel methods / by Dr. José Luis Rojo-Álvarez, Dr. Manel Martínez-Ramón, Dr. Jordi Muñoz-Marí, Dr. Gustau Camps-Valls. - First edition. - 1 online resource
Includes bibliographical references and index.
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.
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. --
9781118705827 1118705823 9781118705810 1118705815
CL0500000956 Safari Books Online
2017044705
Signal processing--Digital techniques.
TECHNOLOGY & ENGINEERING--Mechanical.
Signal processing--Digital techniques.
Electronic books.
TK5102.9
621.382/20285