Description

A realistic and comprehensive review of joint approaches to machine learning and signal processing algorithms, with application to communications, multimedia, and biomedical engineering systems

Digital Signal Processing with Kernel Methods reviews the milestones in the mixing of classical digital signal processing models and advanced kernel machines statistical learning tools. It explains the fundamental concepts from both fields of machine learning and signal processing so that readers can quickly get up to speed in order to begin developing the concepts and application software in their own research.

Digital Signal Processing with Kernel Methods provides a comprehensive overview of kernel methods in signal processing, without restriction to any application field. It also offers example applications and detailed benchmarking experiments with real and synthetic datasets throughout. Readers can find further worked examples with Matlab source code on a website developed by the authors: http://github.com/DSPKM

• Presents the necessary basic ideas from both digital signal processing and machine learning concepts • Reviews the state-of-the-art in SVM algorithms for classification and detection problems in the context of signal processing • Surveys advances in kernel signal processing beyond SVM algorithms to present other highly relevant kernel methods for digital signal processing

An excellent book for signal processing researchers and practitioners, Digital Signal Processing with Kernel Methods will also appeal to those involved in machine learning and pattern recognition.

Langue

en

Version

livre numérique

Date de sortie initiale

27 décembre 2017

Format ebook

Adobe ePub

Personnes impliquées

Auteur principal

Gustau Camps-Valls

Deuxième auteur

Jose Luis Rojo-Alvarez

Coauteur

Onbekend

Editeur principal

Wiley-Ieee Press

Options de lecture

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Autres spécifications

Livre d‘étude

Non

Édition

1

EAN

EAN

9781118705834

Sécurité des produits

Opérateur économique responsable dans l’UE

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Catégories

Ordinateurs et Informatique

Technologies informatiques

Traitement du signal

Livres

Livre, ebook ou livre audio ?

Ebook

Disponibilité

Disponible à l’adresse suivante

Langue

Anglais

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