Wavelets in Soft Computing

Download or read book Wavelets in Soft Computing written by Marc Thuillard and published by World Scientific. This book was released on 2001-06-15 with total page 248 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the state of integration of wavelet theory and multiresolution analysis into soft computing. It is the first book on hybrid methods combining wavelet analysis with fuzzy logic, neural networks or genetic algorithms. Much attention is given to new approaches (fuzzy-wavelet) that permit one to develop, using wavelet techniques, linguistically interpretable fuzzy systems from data. The book also introduces the reader to wavelet-based genetic algorithms and multiresolution search. A special place is given to methods that have been implemented in real world applications, particularly the different techniques combining fuzzy logic or neural networks with wavelet theory. Contents:Introduction to Wavelet TheoryPre-Processing: The Multiresolution ApproachSpline-Based Wavelets Approximation and Compression AlgorithmsAutomatic Generation of a Fuzzy System with Wavelet Based MethodsOn-Line LearningNonparametric Wavelet-Based Estimation and Regression TechniquesDeveloping Intelligent ProductsGenetic Algorithms and Multiresolution Readership: Graduate students, researchers, academics/lecturers and industrialists in fuzzy logic. Keywords:Wavelet;Multiresolution;Soft Computing;Fuzzy Logic;Neurofuzzy/Neuro-Fuzzy;Genetic Algorithms;Preprocessing;Learning;Spline