Cover image for Digital signal processing with kernel methods
Title:
Digital signal processing with kernel methods
Author:
Rojo-Álvarez, José Luis, 1972- author.
ISBN:
9781118705834

9781118705827

9781118705810

9781118705841
Edition:
First edition.
Physical Description:
1 online resource
Contents:
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.
Abstract:
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. -- Edited summary from book.
Local Note:
John Wiley and Sons
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E-Book 593969-1001 TK5102.9
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