Digital signal processing with kernel methods
by
Rojo-Álvarez, José Luis, 1972- author.
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
Subject Term
:
Signal processing -- Digital techniques.
Traitement du signal -- Techniques numériques.
TECHNOLOGY & ENGINEERING -- Mechanical.
Signals & Signal Processing.
TECHNOLOGY & ENGINEERING.
Signal processing -- Digital techniques
Genre
:
Electronic books.
Added Author
:
Martínez-Ramón, Manel, 1968-
Muñoz Marí, Jordi,
Camps-Valls, Gustavo, 1972-
Electronic Access
:
| Library | Material Type | Item Barcode | Shelf Number | [[missing key: search.ChildField.HOLDING]] | Status |
|---|
| Online Library | E-Book | 593969-1001 | TK5102.9 | | Wiley E-Kitap Koleksiyonu |