Digital signal processing with kernel methods / by Dr. José Luis Rojo-Álvarez, Dr. Manel Martínez-Ramón, Dr. Jordi Muñoz-Marí, Dr. Gustau Camps-Valls
- Author:
- Rojo-Álvarez, José Luis, 1972-
- Published:
- Hoboken, NJ : Wiley, 2018.
- Edition:
- First edition.
- Physical Description:
- 1 online resource
- Additional Creators:
- Martínez-Ramón, Manel, 1968-, Muñoz Marí, Jordi, and Camps-Valls, Gustavo, 1972-
Access Online
- 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.
- Subject(s):
- ISBN:
- 9781118705827 (electronic bk.)
1118705823 (electronic bk.)
9781118705834
1118705823
9781118611791
1118705831 - Bibliography Note:
- Includes bibliographical references and index.
View MARC record | catkey: 22344086