软计算中的小波（第二版） Wavelets In Soft Computing
基本信息
Format Hardback | 320 pages
Dimensions 169.93 x 244.09 x 19.05mm | 707.6g
Publication date 31 Oct 2022
Publisher World Scientific Publishing Co Pte Ltd
Edition Statement Second Edition
ISBN10 9811263981
ISBN13 9789811263989
页面参数仅供参考，具体以实物为准
书籍简介
这个综合汇编为许多多分辨率技术提供了一个快速有效的切入点，并促进了从一个想法到一个实际项目的过渡。它侧重于在多分辨率框架内结合几种软计算技术（模糊逻辑、神经网络、遗传算法）的方法。
通过大量生动的例子说明，这本有用的书为读者提供了必要的理论背景以决定哪些方法适合他/她的需要。
增加了多分辨率分析的新材料和应用，包括值得注意的研究课题，如深度学习、图和网络分析。
The comprehensive compendium furnishes a quick and efficient entry point to many multiresolution techniques and facilitates the transition from an idea into a real project. It focuses on methods combining several soft computing techniques (fuzzy logic, neural networks, genetic algorithms) in a multiresolution framework.
Illustrated with numerous vivid examples, this useful volume gives the reader the necessary theoretical background to decide which methods suit his/her needs.
New materials and applications for multiresolution analysis are added, including notable research topics such as deep learning, graphs, and network analysis.
作者简介
By (author): Marc Thuillard (Belimo Automation AG, Switzerland)
目录
Foreword
Introduction to the Second Edition
Introduction to Wavelet Theory:
A Short Overview of the Development of Wavelet Theory
Wavelet Transform versus Fourier Transform
The Fast Wavelet Transform
Definition of a Multiresolution
Biorthogonal Wavelets
Wavelets and Subband Coding
Contourlets and Shearlet
Empirical Wavelet Decomposition
Applications
Recent Applications of Wavelet and Multiresolution Analysis
Preprocessing: The Multiresolution Approach:
The Double Curse: Dimensionality and Complexity
Dimension Reduction
Karhunen-Loève Transform (Principal Components Analysis)
Dimension Reduction Through Wavelet-Based Projection Methods
Exploratory Knowledge Extraction
Wavelets in Classification
Applications of Multiresolution Techniques for Preprocessing in Soft Computing
Spline-Based Wavelets Approximation and Compression Algorithms:
Spline-Based Wavelets
A Selection of Wavelet-Based Algorithms for Spline Approximation
Automatic Generation of a Fuzzy System with Wavelet-Based Methods and Spline-Based Wavelets:
Fuzzy Rule-Based Systems
Type-2 Fuzzy Systems
Interpolation, Extrapolation, and Approximation Methods
Fuzzy Wavelet
Soft Computing Approach to Fuzzy Wavelet Transform
Nonparametric Wavelet-Based Estimation and Regression Techniques:
Introduction
Smoothing Splines
Wavelet Estimators
Wavelet Methods for Curve Estimation
Fuzzy Wavelet Estimators
Hybrid Neural Networks:
Neuro-Fuzzy Modeling
Wavelet-Based Neural Networks
Extreme Learning Machines
Dyadic Wavelet Networks Or Wavenets
Wavelet-Based Fuzzy Neural Networks
Applications of Wavelet, Fuzzy Wavelet Networks, and Wavenets
Multiresolution and Deep Neural Networks:
Introduction
Convolutional Neural Networks (CNN) and Multiresolution
Generative Adversarial Networks (GAN)
U-Nets and Multiresolution
Fuzzy Logic in Deep Learning
Developing Intelligent Sensors with Fuzzy Logic and Multiresolution Analysis:
Application of Multiresolution and Fuzzy Logic to Fire Detection
Transparency
Man, Sensors, and Computer Intelligence
Constructive Modeling
From a Sensor to a Smart Sensor Network with Multicriteria Decisions
Multiresolution and Wavelets in Graphs, Trees, and Networks:
Wavelet Decomposition on a Graph
Treelet
Phylogenetic Trees and Networks
Multiresolution Approach to Phylogeny
Applications to Phylogeography
Continuous Characters: Classification of Galaxies
Outlook
Genetic Algorithms and Multiresolution:
The Standard Genetic Algorithm
Walsh Functions and Genetic Algorithms
Wavelet-Based Genetic Algorithms
Population Evolution and Deceptive Functions
Multiresolution Search
Searching for a Good Solution: How to Beat Brute Force
Swarm Intelligence
Annexes:
Annex A: Lifting Scheme
Introduction
Biorthogonal Spline-Wavelets Constructions with the Lifting Scheme
Annex B: Nonlinear Wavelets
Said and Pearlman Wavelets
Morphological Haar Wavelets
Annex C: Phylogenetic Trees and Networks (Outerplanar Networks)
Index
