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Nonlinear signal and image processing : theory, methods, and applications

Author: Gonzalo R Arce; Kenneth E Barner
Publisher: Boca Raton, Fla. : CRC Press, ©2004.
Series: Electrical engineering and applied signal processing series.
Edition/Format:   eBook : Document : EnglishView all editions and formats
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Nonlinear signal and image processing methods are an alternative to established linear methods for meeting the challenges of sophisticated applications. This book details the advances in nonlinear  Read more...

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Genre/Form: Electronic books
Additional Physical Format: Print version:
Nonlinear signal and image processing.
Boca Raton, Fla. : CRC Press, ©2004
(DLC) 2003055587
(OCoLC)52714553
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Gonzalo R Arce; Kenneth E Barner
ISBN: 0849314275 9780849314278 0203010418 9780203010419 9781135509903 1135509905 9781135509859 1135509859 9781135509897 1135509891
OCLC Number: 309876311
Description: 1 online resource (xxii, 535 pages) : illustrations.
Contents: ENERGY CONSERVATION IN ADAPTIVE FILTERINGThe Data ModelEnergy-Conservation RelationWeighted Variance RelationMean-Square BehaviorMean-Square StabilitySteady-State PerformanceSmall Step-Size ApproximationApplications to Selected FiltersFourth-Order Moment ApproximationLong Filter ApproximationAdaptive Filters with Error NonlinearitiesAn Interpretation of the Energy RelationConcluding RemarksFUZZY METHODS IN NONLINEAR SIGNAL PROCESSING: PART I - THEORYMaximum Likelihood Estimation and Spatial--Rank OrderingSample Affinity and Fuzzy Spatial--Rank OrderingFuzzy Filter DefinitionExtensions to Multivariate DataConclusionFUZZY METHODS IN NONLINEAR SIGNAL PROCESSING: PART II - APPLICATIONSIntroductionAffine Filter ApplicationsFuzzy Ordering and Fuzzy Median Filter ApplicationsConclusionsTIME-FREQUENCY WIGNER DISTRIBUTION APPROACH TO DIFFERENTIAL EQUATIONSHarmonic Oscillator with Chirp Driving ForceApproximation MethodStochastic ProcessesPartial Differential EquationsConclusionAcknowledgmentAppendix 1. Notations and definitionsAPPENDIX 2. ORDINARY DIFFERENTIAL EQUATIONSWEIGHTED MYRIAD FILTERSAlpha-Stable DistributionsRunning Myriad SmoothersOptimality of the Sample Myriad in the Stable ModelWeighted Myriad SmoothersFast Weighted Myriad ComputationWeighted Myriad Smoother DesignWeighted Myriad Filters With Real-Valued WeightsFast Real-valued Weighted Myriad ComputationWeighted Myriad Filter DesignDATA TRAFFIC MODELING - A SIGNAL PROCESSING PERSPECTIVEPreliminaries-Self-similarity, Long-Range Dependence and ImpulsivenessThe Self-similarity and Impulsive Nature of Data TrafficModeling Impulsive Self-Similar Data TrafficParameter EstimationConcluding RemarksNONLINEAR ADAPTIVE FILTERS FOR ACOUSTIC ECHO CANCELLATION IN MOBILE TERMINALSLow-Complexity Nonlinear Adaptive Acoustic Echo CancelersAdaptive Algorithms for Nonlinear Acoustic Echo CancelersExperimental Results for Acoustic Echo CancellationConclusionsBLIND AND SEMI-BLIND CHANNEL ESTIMATIONIntroductionTime-Varying Channel ModelSignal Properties Used in Blind EqualizationReceivers for MIMO SystemsBlind Receivers for Practical Wireless SystemsBlind Receivers for CDMASemi-Blind TechniquesConclusionBAYESIAN IMAGE AND VIDEO ENHANCEMENT USING A NON-GAUSSIAN PRIORImage and Video Observation ModelsRegularization of Ill-Posed Inverse ProblemsSimulationsSummary and Future DirectionsSTATISTICAL IMAGE MODELING AND PROCESSING USING WAVELET DOMAIN HIDDEN MARKOV MODELSWavelet-Domain Hidden Markov ModelsImage DenoisingImage SegmentationConclusionsSELF-ORGANIZING MAPS AND THEIR APPLICATIONS IN IMAGE PROCESSING, INFORMATION ORGANIZATION, AND RETRIEVALBasic Feature-Mapping ModelsKohonen's Self-Organizing MapConvergence Analysis of Self-Organizing MapsSelf-Organizing Map PropertiesVariants of Self-Organizing Maps Based on Robust StatisticsA Class of Split-Merge Self-Organizing MapsConclusionsNONLINEAR TECHNIQUES FOR COLOR IMAGE PROCESSINGAdaptive Noise Reduction FilteringAnisotropic DiffusionNoise Reduction Filters for Color Image ProcessingDigital Paths Approach to Color Image FilteringEfficiency of the New Filter ClassGENETIC REGULATORY NETWORKS: A NONLINEAR SIGNAL PROCESSING PERSPECTIVEGenetic Regulatory NetworksBoolean NetworksConcluding Remarks
Series Title: Electrical engineering and applied signal processing series.
Responsibility: edited by Kenneth E. Barner, Gonzalo R. Arce.

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