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Digital signal processing with kernel methods /

Bibliographische Detailangaben
1. Verfasser: Rojo-Álvarez, José Luis
Weitere Verfasser: Martínez-Ramón, Manel, Muñoz Marí, Jordi, Camps-Valls, Gustavo
Format: Printed Book
Veröffentlicht: Wiley 2018
Ausgabe:First edition.
Schlagworte:
Inhaltsangabe:
  • 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.