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| Preface | |
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| Fundamental Models of Neural Networks for Signal Processing | |
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| The Discrete-Time Hopfield Neural Network | |
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| The Continuous-Time Hopfield Neural Network | |
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| Cellular Neural Networks | |
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| Multilayer Perceptron Networks | |
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| Self-Organizing Systems | |
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| Radial Basis Function Networks | |
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| High-Order Neural Networks | |
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| Bibliography | |
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| Neural Networks for Filtering | |
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| Neural Networks for the Least-Squares Algorithm | |
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| Neural Networks for the Recursion Least-Squares Algorithm | |
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| Neural Networks for the Constrained Least-Squares Algorithm | |
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| Neural Networks for the Total-Least-Squares Algorithm | |
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| Neural Networks for a Class of Nonlinear Filters | |
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| Neural Networks for General Nonlinear Filters | |
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| Fundamentals | |
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| An Application Example: Signal Prediction | |
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| Neural Networks for Generalized Stack Filters | |
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| Bibliography | |
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| Neural Networks for Spectral Estimation | |
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| Maximum Entropy Spectral Estimation by Neural Networks | |
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| Harmonic Retrieval by Neural Networks | |
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| Neural Networks for Multichannel Spectral Estimation | |
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| Neural Networks for Two-Dimensional Spectral Estimation | |
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| Neural Networks for Higher-Order Spectral Estimation | |
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| Bibliography | |
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| Neural Networks for Signal Detection | |
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| A Likelihood-Ratio Neural Network Detector | |
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| Fundamentals of the Likelihood-Ratio Detector | |
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| Structure of the Likelihood-Ratio Neural Network Detector | |
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| Neural Networks for Signal Detection in Non-Gaussian Noise | |
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| Neural Networks for Pulse Signal Detection | |
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| Neural Networks for Weak Signal Detection in High-Noise Environments | |
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| Neural Networks for Moving-Target Detection | |
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| Bibliography | |
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| Neural Networks for Signal Reconstruction | |
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| Maximum Entropy Signal Reconstruction by Neural Networks | |
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| Reconstruction of Binary Signals Using MLP Networks | |
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| Reconstruction of Binary Signals Using RBF Networks | |
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| Reconstruction of Binary Signals Using High-Order Neural Networks | |
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| Blind Equalization Using Neural Networks | |
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| Bibliography | |
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| Neural Networks for Adaptive Extraction of Principal and Minor Components | |
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| Adaptive Extraction of the First Principal Component | |
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| Adaptive Extraction of the Principal Subspace | |
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| Adaptive Extraction of the Principal Components | |
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| Adaptive Extraction of the Minor Components | |
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| Adaptive Extraction of the First Minor Component | |
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| Adaptive Extraction of the Multiple Minor Components | |
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| Robust and Nonlinear PCA Algorithms and Networks | |
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| Unsupervised Learning Algorithms of Higher-Order Statistics | |
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| Bibliography | |
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| Neural Networks for Array Signal Processing | |
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| Real-Time Implementation of Three DOA Estimation Methods Using Neural Networks | |
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| The ML and Alternating Projection ML Methods | |
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| The Propagator Method | |
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| Real-Time Computation of the DOA Algorithms Using Neural Networks | |
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| Neural Networks for the MUSIC Bearing Estimation Algorithm | |
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| Computation of the Noise Subspace of the Repeated Smallest Eigenvalues | |
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| Computation of the Noise Subspace in the General Case | |
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| Neural Networks for the ML Bearing Estimation | |
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| Hypothesis-Based Bearing Estimation Using Neural Networks | |
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| Beamforming Using Neural Networks | |
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| Bibliography | |
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| Neural Networks for System Identification | |
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| Fundamentals of System Identification | |
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| System Identification Using MLP Networks | |
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| System Identification Using RBF Networks | |
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| Recurrent Neural Networks for System Identification | |
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| Neural Networks for Real-Time System Identification | |
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| Neural Networks for Real-Time Identification of SISO Systems | |
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| Neural Networks for Real-Time Identification of MIMO Systems | |
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| Blind System Identification and Neural Networks | |
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| Bibliography | |
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| Neural Networks for Signal Compression | |
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| Neural Networks for Linear Predictive Coding | |
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| MLP Networks for Nonlinear Predictive Coding | |
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| High-Order Neural Networks for Nonlinear Predictive Coding | |
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| Neural Networks for the Karhunen-Loeve Transform Coding | |
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| Neural Networks for Wavelet Transform Coding | |
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| Neural Networks for Vector Quantization | |
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| Bibliography | |
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| Index | |