Nonlinear signal and image processing : theory, methods, and applications /: theory, methods, and applications. (©2004)

• Record Type: Book
• Further Information: Note: Edited by Kenneth E. Barner, Gonzalo R. Arce.
• Other Names: Arce, Gonzalo R; Barner, Kenneth E
• Contents: ENERGY CONSERVATION IN ADAPTIVE FILTERING; The Data Model; Energy-Conservation Relation; Weighted Variance Relation; Mean-Square Behavior; Mean-Square Stability; Steady-State Performance; Small Step-Size Approximation; Applications to Selected Filters; Fourth-Order Moment Approximation; Long Filter Approximation; Adaptive Filters with Error Nonlinearities; An Interpretation of the Energy Relation; Concluding Remarks; FUZZY METHODS IN NONLINEAR SIGNAL PROCESSING: PART I - THEORY; Maximum Likelihood Estimation and Spatial--Rank Ordering; Sample Affinity and Fuzzy Spatial--Rank Ordering; Fuzzy Filter Definition; Extensions to Multivariate Data; Conclusion; FUZZY METHODS IN NONLINEAR SIGNAL PROCESSING: PART II - APPLICATIONS; Introduction; Affine Filter Applications; Fuzzy Ordering and Fuzzy Median Filter Applications; Conclusions; TIME-FREQUENCY WIGNER DISTRIBUTION APPROACH TO DIFFERENTIAL EQUATIONS; Harmonic Oscillator with Chirp Driving Force; Approximation Method; Stochastic Processes; Partial Differential Equations; Conclusion; Acknowledgment; Appendix 1. Notations and definitions; APPENDIX 2. ORDINARY DIFFERENTIAL EQUATIONS; WEIGHTED MYRIAD FILTERS; Alpha-Stable Distributions; Running Myriad Smoothers; Optimality of the Sample Myriad in the Stable Model; Weighted Myriad Smoothers; Fast Weighted Myriad Computation; Weighted Myriad Smoother Design; Weighted Myriad Filters With Real-Valued Weights; Fast Real-valued Weighted Myriad Computation; Weighted Myriad Filter Design; DATA TRAFFIC MODELING - A SIGNAL PROCESSING PERSPECTIVE; Preliminaries-Self-similarity, Long-Range Dependence and Impulsiveness; The Self-similarity and Impulsive Nature of Data Traffic; Modeling Impulsive Self-Similar Data Traffic; Parameter Estimation; Concluding Remarks; NONLINEAR ADAPTIVE FILTERS FOR ACOUSTIC ECHO CANCELLATION IN MOBILE TERMINALS; Low-Complexity Nonlinear Adaptive Acoustic Echo Cancelers; Adaptive Algorithms for Nonlinear Acoustic Echo Cancelers; Experimental Results for Acoustic Echo Cancellation; Conclusions; BLIND AND SEMI-BLIND CHANNEL ESTIMATION; Introduction; Time-Varying Channel Model; Signal Properties Used in Blind Equalization; Receivers for MIMO Systems; Blind Receivers for Practical Wireless Systems; Blind Receivers for CDMA; Semi-Blind Techniques; Conclusion; BAYESIAN IMAGE AND VIDEO ENHANCEMENT USING A NON-GAUSSIAN PRIOR; Image and Video Observation Models; Regularization of Ill-Posed Inverse Problems; Simulations; Summary and Future Directions; STATISTICAL IMAGE MODELING AND PROCESSING USING WAVELET DOMAIN HIDDEN MARKOV MODELS; Wavelet-Domain Hidden Markov Models; Image Denoising; Image Segmentation; Conclusions; SELF-ORGANIZING MAPS AND THEIR APPLICATIONS IN IMAGE PROCESSING, INFORMATION ORGANIZATION, AND RETRIEVAL; Basic Feature-Mapping Models; Kohonen's Self-Organizing Map; Convergence Analysis of Self-Organizing Maps; Self-Organizing Map Properties; Variants of Self-Organizing Maps Based on Robust Statistics; A Class of Split-Merge Self-Organizing Maps; Conclusions; NONLINEAR TECHNIQUES FOR COLOR IMAGE PROCESSING; Adaptive Noise Reduction Filtering; Anisotropic Diffusion; Noise Reduction Filters for Color Image Processing; Digital Paths Approach to Color Image Filtering; Efficiency of the New Filter Class; GENETIC REGULATORY NETWORKS: A NONLINEAR SIGNAL PROCESSING PERSPECTIVE; Genetic Regulatory Networks; Boolean Networks; Concluding Remarks
• Publisher Details: Boca Raton, Fla : CRC Press
• Publication Date: 2004
• Copyright Date: 2004
• Extent: 1 online resource (xxii, 535 pages), illustrations
• Subjects: 621.382/2; Image processing -- Digital techniques; Signal processing -- Digital techniques; Traitement du signal -- Techniques numériques; Traitement d'images -- Techniques numériques; COMPUTERS -- Information Theory; TECHNOLOGY & ENGINEERING -- Signals & Signal Processing; Image processing -- Digital techniques; Signal processing -- Digital techniques; Electronic books
• Languages: English
• ISBNs: 0849314275; 9780849314278; 0203010418; 9780203010419
• Notes: Note: Includes bibliographical references and index.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.