Description |
1 online resource (xxi, 361 pages) : illustrations |
Series |
Digital signal and image processing series |
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Digital signal and image processing series.
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Bibliography |
Includes bibliographical references and index. |
Contents |
Modeling and optimization in image analysis / Jean Louchet -- Artificial evolution and the Parisian approach. Applications in the processing of signals and images / Pierre Collet, Jean Louchet -- Wavelets and fractals for signal and image analysis / Abdeldjalil Ouahabi, Djedjiga Ait Aouit -- Information criteria: examples of applications in signal and image processing / Christian Olivier, Olivier Alata -- Quadratic programming and machine learning -- large scale problems and sparsity / Gaëlle Loosli, Stéphane Canu -- Probabilistic modeling of policies and application to optimal sensor management / Frederic Dambreville, Francis Celeste, Cecile Simonin -- Optimizing emissions for tracking and pursuit of mobile targets / Jean-Pierre Le Cadre -- Bayesian inference and Markov models / Christophe Collet -- The use of hidden Markov models for image recognition: learning with artificial ants, genetic algorithms and particle swarm optimization / Sebastien Aupetit, Nicolas Monmarché, Mohamed Slimane -- Biological metaheuristics for road sign detection / Guillaume Dutilleux, Pierre Charbonnier -- Metaheuristics for continuous variables. The registration of retinal angiogram images / Johann Dréo, Jean-Claude Nunes, Patrick Siarry -- Joint estimation of the dynamics and shape of physiological signals through genetic algorithms / Amine Naït-Ali, Patrick Siarry -- Using interactive evolutionary algorithms to help fit cochlear implants / Pierre Collet [and others]. |
Summary |
This book describes the optimization methods most commonly encountered in signal and image processing: artificial evolution and Parisian approach; wavelets and fractals; information criteria; training and quadratic programming; Bayesian formalism; probabilistic modeling; Markovian approach; hidden Markov models; and metaheuristics (genetic algorithms, ant colony algorithms, cross-entropy, particle swarm optimization, estimation of distribution algorithms, and artificial immune systems). |
Subject |
Signal processing.
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Image processing.
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Traitement du signal. |
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Traitement d'images. |
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image processing. |
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Image processing |
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Signal processing |
Added Author |
Siarry, Patrick.
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Other Form: |
Print version: Optimisation en traitement du signal et de l'image. English. Optimization in signal and image processing. London : ISTE ; Hoboken, NJ : Wiley, 2009 9781848210448 1848210442 (DLC) 2009017635 (OCoLC)221153188 |
ISBN |
9780470611319 |
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0470611316 |
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9780470393949 (electronic bk.) |
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0470393947 (electronic bk.) |
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1848210442 |
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9781848210448 |
Standard No. |
10.1002/9780470611319 doi |
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