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Optimisation in Signal and Image Processing

By (author) Patrick Siarry
Format: Hardback
Publisher: ISTE, London, United Kingdom
Published: 10th Sep 2007
Dimensions: w 156mm h 234mm
ISBN-10: 1847040187
ISBN-13: 9781847040183
Barcode No: 9781847040183
Synopsis
Engineers daily encounter technological problems of growing complexity which occur in very diverse fields, such as telecommunication, genomics ad biomedical engineering. The problem to be solved can often be expressed in the form of an optimization problem: an objective function is defined, one that seeks to minimize vis-a-vis all parameters concerned. This book describes some of 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; metaheuristics (genetic algorithms, ant colony algorithms, cross-entropy, particle swarm optimization, estimation of distribution algorithms and artificial immune systems).

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