| Description |
1 online resource |
|
data file rda |
| Bibliography |
Includes bibliographical references and index. |
| 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. |
| Summary |
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. |
| Subject |
Signal processing -- Digital techniques.
|
|
Traitement du signal -- Techniques numériques. |
|
Signal processing -- Digital techniques |
| Added Author |
Martínez-Ramón, Manel, 1968- author.
|
|
Muñoz Marí, Jordi, author.
|
|
Camps-Valls, Gustavo, 1972- author.
|
| Other Form: |
Print version: Rojo-Álvarez, José Luis, 1972- Digital signal processing with kernel methods. First edition. Hoboken, NJ : John Wiley & Sons, 2017 9781118611791 (DLC) 2017033418 |
| ISBN |
9781118705834 (epub) |
|
1118705831 |
|
9781118705827 (pdf) |
|
1118705823 |
|
9781118705810 (electronic bk. ; oBook) |
|
1118705815 (electronic bk. ; oBook) |
|
9781118705841 (Mobipocket ebook) |
|
111870584X (Mobipocket ebook) |
|
(cloth) |
| Standard No. |
10.1002/9781118705810 doi |
| Music No. |
EB00720609 Recorded Books |
|
More Resources