Beschreibung
InhaltsangabeTheoretical Analysis.- Population Coding, Bayesian Inference and Information Geometry.- One-Bit-Matching ICA Theorem, Convex-Concave Programming, and Combinatorial Optimization.- Dynamic Models for Intention (Goal-Directedness) Are Required by Truly Intelligent Robots.- Differences and Commonalities Between Connectionism and Symbolicism.- Pointwise Approximation for Neural Networks.- On the Universal Approximation Theorem of Fuzzy Neural Networks with Random Membership Function Parameters.- A Review: Relationship Between Response Properties of Visual Neurons and Advances in Nonlinear Approximation Theory.- Image Representation in Visual Cortex and High Nonlinear Approximation.- Generalization and Property Analysis of GENET.- On Stochastic Neutral Neural Networks.- Eigenanalysis of CMAC Neural Network.- A New Definition of Sensitivity for RBFNN and Its Applications to Feature Reduction.- Complexity of Error Hypersurfaces in Multilayer Perceptrons with General Multi-input and Multi-output Architecture.- Nonlinear Dynamical Analysis on Coupled Modified Fitzhugh-Nagumo Neuron Model.- Stability of Nonautonomous Recurrent Neural Networks with Time-Varying Delays.- Global Exponential Stability of Non-autonomous Neural Networks with Variable Delay.- A Generalized LMI-Based Approach to the Global Exponential Stability of Recurrent Neural Networks with Delay.- A Further Result for Exponential Stability of Neural Networks with Time-Varying Delays.- Improved Results for Exponential Stability of Neural Networks with Time-Varying Delays.- Global Exponential Stability of Recurrent Neural Networks with Infinite Time-Varying Delays and Reaction-Diffusion Terms.- Exponential Stability Analysis of Neural Networks with Multiple Time Delays.- Exponential Stability of Cohen-Grossberg Neural Networks with Delays.- Global Exponential Stability of Cohen-Grossberg Neural Networks with Time-Varying Delays and Continuously Distributed Delays.- Exponential Stability of Stochastic Cohen-Grossberg Neural Networks with Time-Varying Delays.- Exponential Stability of Fuzzy Cellular Neural Networks with Unbounded Delay.- Global Exponential Stability of Reaction-Diffusion Hopfield Neural Networks with Distributed Delays.- Global Exponential Stability of Delayed Impulsive Hopfield Type Neural Networks.- Global Exponential Stability of Hopfield Neural Networks with Impulsive Effects.- Global Exponential Stability of Discrete Time Hopfield Neural Networks with Delays.- Stability Analysis of Uncertain Neural Networks with Linear and Nonlinear Time Delays.- Robust Stability for Delayed Neural Networks with Nonlinear Perturbation.- Robust Stability Analysis of a Class of Hopfield Neural Networks with Multiple Delays.- Robust Stability of Interval Delayed Neural Networks.- Impulsive Robust Control of Interval Hopfield Neural Networks.- Global Attractivity of Cohen-Grossberg Model with Delays.- High-Order Hopfield Neural Networks.- Stability Analysis of Second Order Hopfield Neural Networks with Time Delays.- Convergence Analysis of Genetic Regulatory Networks Based on Nonlinear Measures.- Stability Conditions for Discrete Neural Networks in Partial Simultaneous Updating Mode.- Dynamic Behavior Analysis of Discrete Neural Networks with Delay.- Existence and Stability of Periodic Solution in a Class of Impulsive Neural Networks.- Globally Attractive Periodic Solutions of Continuous-Time Neural Networks and Their Discrete-Time Counterparts.- Globally Stable Periodic State of Delayed Cohen-Grossberg Neural Networks.- Globally Attractive Periodic State of Discrete-Time Cellular Neural Networks with Time-Varying Delays.- An Analysis for Periodic Solutions of High-Order BAM Neural Networks with Delays.- Periodic Oscillation and Exponential Stability of a Class of Competitive Neural Networks.- Synchronous Behaviors of Two Coupled Neurons.- Adaptive Synchronization of Delayed Neural Networks Based on Parameters Identification.- Strength and Direction of Phase Synchronization of
Herstellerkennzeichnung:
Springer Verlag GmbH
Tiergartenstr. 17
69121 Heidelberg
DE
E-Mail: juergen.hartmann@springer.com
