Wavelets in soft computing [electronic resource]
להגדלת הטקסט להקטנת הטקסט- ספר
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, particul
כותר |
Wavelets in soft computing [electronic resource] / Marc Thuillard. |
---|---|
מוציא לאור |
Singapore River Edge, N.J. : World Scientific |
שנה |
c2001 |
הערות |
Description based upon print version of record. Includes bibliographical references (p. 209-219) and index. English |
הערת תוכן ותקציר |
Foreword Contents Acknowledgements Part I Introduction To Wavelet Theory 1. Introduction to Wavelet Theory A short overview on the development of wavelet theory Wavelet transform versus Fourier transform The fast wavelet transform Definition of a Multiresolution Biorthogonal wavelets Wavelets and subband coding Applications Part II Preprocessing: The Multiresolution Approach 2. Preprocessing: The Multiresolution Approach The double curse: dimensionality and complexity Dimension reduction Dimension reduction through wavelets-based projection methods Exploratory knowledge extractionWavelets in classification Applications of multiresolution techniques for preprocessing in soft computing Application of multiresolution and fuzzy logic to fire detection Part III Spline-Based Wavelets Approximation And Compression Algorithms 3. Spline-Based Wavelets Approximation and Compression Algorithms Spline-based wavelets A selection of wavelet-based alrogithms for spline approximation Part IV Automatic Generation Of A Fuzzy System With Wavelet Based Methods 4. Automatic Generation of a Fuzzy System with Wavelet-Based Methods Fuzzy rule-based systemsFuzzy-wavelet Interpolation and approximation methods Part V On-Line Learning 5. On-Line Learning Wavelet-based neural networks Dyadic wavelet networks or wavenets Fuzzy wavenets Part VI Nonparametric Wavelet-Based Estimation And Regression Techniques 6. Nonparametric Wavelet-Based Estimation and Regression Techniques Nonparametric regression and estimation techniques Smoothing splines Wavelet estimators Fuzzy wavelet estimators Part VII Developing Intelligent Products 7. Developing Intelligent Products Transparency Man sensors and computer intelligence Constructive modelingPart VIII Genetic Algorithms And Multiresolution 8. The standard genetic algorithm Walsh functions and genetic algorithms Wavelet-based genetic algorithms Multiresolution search Annexes Lifting Scheme Nonlinear Wavelets Annexes Lifting Scheme Nonlinear wavelets References Index |
סדרה |
World Scientific series in robotics and intelligent systems vol. 25 |
היקף החומר |
1 online resource (246 p.) |
שפה |
אנגלית |
מספר מערכת |
997010715138505171 |
תצוגת MARC
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