
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
Genre:
Electronic Access:
https://onlinelibrary.wiley.com/doi/book/10.1002/9781118705810Copies:
Available:*
Library | Material Type | Item Barcode | Shelf Number | Status | Item Holds |
|---|---|---|---|---|---|
Searching... | E-Book | 593969-1001 | TK5102.9 | Searching... | Searching... |
