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Index
Table of Contents
Title Page
BENTHAM SCIENCE PUBLISHERS LTD.
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General:
FOREWORD
PREFACE
Principles
Neurons
Abstract
A Biological Neuron
Synaptic Transmission
Transmission across synapses
An Artificial Neuron
CONFLICT OF INTEREST
ACKNOWLEDGEMENTS
REFERENCES
Basic Neurons
Abstract
INTEGRATE-AND-FIRE NEURON
PROBABILITY
STEIN MODEL OF NEURON
CONFLICT OF INTEREST
ACKNOWLEDGEMENTS
REFERENCES
Basic Fuzzy Neuron and Fundamentals of ANN
Abstract
A FUZZY NEURON
The Fuzzy-logic Neuron
PRINCIPLES OF ARTIFICIAL NEURAL NETWORK ANALYSIS AND DESIGN
The Wave Neural Networks
CONFLICT OF INTEREST
ACKNOWLEDGEMENTS
REFERENCES
Fundamental Algorithms and Methods
Abstract
INTRODUCTION
DENSITY BASED ALGORITHMS: CLUSTERING ALGORITHMS
NATURE-BASED ALGORITHMS
Evolutionary Algorithm and Programming
Genetic Algorithm
GA Operators
APPLICATIONS OF GENETIC ALGORITHM
NETWORK METHOD: EDGES AND NODES
MULTI-LAYERED PERCEPTRON
REAL-TIME APPLICATIONS OF STATE-OF-THE-ART ANN SYSTEMS
DEFINITION OF ARTIFICIAL NEURAL NETWORKS (ANN)
Intelligence
An Artificial Neural Network (ANN) system
PERFORMANCE MEASURES
Receiver’s Operating Characteristics (ROC)
Hypothesis Testing
Chi-squared (Goodness-of-fit) Test
CONFLICT OF INTEREST
ACKNOWLEDGEMENTS
REFERENCES
Quantum Logic and Classical Connectivity
Abstract
INTRODUCTION
QUANTUM LOGIC AND QUANTUM MATHEMATICS
Quantum Gates (Primitives)
Quantum Algebra
QUANTUM NEURAL NETWORK
CLASSICAL PRIMITIVES AND WEIGHTS
Memristance
HODGKIN-HUXLEY NEURON
CONFLICT OF INTEREST
ACKNOWLEDGEMENTS
REFERENCES
Practices
Learning Methods
Abstract
INTRODUCTION
THE ADAPTIVE LINEAR NEURON (ADALINE)
THE RECURSIVE-LEAST-SQUARE (RLS) ALGORITHM
MULTI-AGENT NETWORK
NEUROMORPHIC NETWORK
BAYESIAN NETWORKS
Gaussian Mixture Model
K-means
Radial Basis Function (RBF)
Generative Topographic Mapping (GTM)
NEURO-FUZZY SYSTEM
RESEARCH AND APPLICATIONS OF ANN SYSTEMS
CONFLICT OF INTEREST
ACKNOWLEDGEMENTS
REFERENCES
Neural Networks
Abstract
INTRODUCTION
WEIGHTLESS NETWORKS
Probabilistic Convergent Network (PCN)
PCN Network Architecture
Learning or Training
Recognition or Classification
THE ENHANCED PROBABILISTIC CONVERGENT NETWORK (EPCN)
The EPCN
Recognition procedure
The EPCN Software Implementation
A WEIGHTED NETWORK
Multi-Layer Perceptron (MLP)
Industrial Applications of MLP
BAYESIAN NETWORKS
Mixture Density Network (MDN)
Helmholtz Machine
THE DYNAMICS AND EVALUATION OF ANN SYSTEMS
Introduction: Chi-Squared Probability Density Function
The Dynamics
Fusion
Generalized Likelihood Ratio Test (GLRT)
GLRT Procedure:
Wald Test
Wald Test Procedure:
CONFLICT OF INTEREST
ACKNOWLEDGEMENTS
REFERENCES
Selection and Combination Strategy of ANN Systems
Abstract
INTRODUCTION
FACTORIAL SELECTION
Comparison to Other Similar Coding Scheme for Multi-class Problems
THE GROUP METHOD OF SELECTION
Topology of GMDH
Applications of GMDH
CONFLICT OF INTEREST
ACKNOWLEDGEMENTS
REFERENCES
Probability-based Neural Network Systems
Abstract
INTRODUCTION
RANDOM-NUMBER GENERATORS
MARKOV CHAIN
HYBRID MARKOV CHAIN (HMC)
Momentum Heat-Bath
Molecular Dynamics
Acceptance Criteria
IMPLEMENTATION ISSUES
1. Verlet Integrator
2. Velocity Verlet
RESTRICTED BOLTZMANN MACHINE
Gibbs Sampling
The Restricted Boltzmann Machine (RBM)
Energy Dynamics and Learning
A DEEP BELIEF NETWORK OF BOLTZMANN MACHINES
Boltzmann Machine Learning Algorithm
The Partition Function: Annealed Importance Sampling (AIS)
Pre-Training of Deep Belief Network
Dynamic Biases of a DBN
CONFLICT OF INTEREST
ACKNOWLEDGEMENTS
REFERENCES
Emerging Networks
Abstract
INTRODUCTION
MEMRISTIC NEURAL NETWORKS
QUANTUM EXPERT SYSTEMS
Initialization
Behaviour
Learning Algorithm
DEEP BELIEF NETWORKS (DBN) IN INDUSTRY
CONFLICT OF INTEREST
ACKNOWLEDGEMENTS
REFERENCES
Research and Developments in Neural Networks
Abstract
INTRODUCTION
EXTENSION OF HYBRID MONTE CARLO
NEUROMORPHIC NETWORKS II
Conclusion
CONFLICT OF INTEREST
ACKNOWLEDGEMENTS
REFERENCES
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