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Neural Networks: Computational Models and Applications Huajin Tang

Neural Networks: Computational Models and Applications By Huajin Tang

Neural Networks: Computational Models and Applications by Huajin Tang


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Neural Networks: Computational Models and Applications Summary

Neural Networks: Computational Models and Applications by Huajin Tang

Neural Networks: Computational Models and Applications presents important theoretical and practical issues in neural networks, including the learning algorithms of feed-forward neural networks, various dynamical properties of recurrent neural networks, winner-take-all networks and their applications in broad manifolds of computational intelligence: pattern recognition, uniform approximation, constrained optimization, NP-hard problems, and image segmentation. The book offers a compact, insightful understanding of the broad and rapidly growing neural networks domain.

Table of Contents

Feedforward Neural Networks and Training Methods.- New Dynamical Optimal Learning for Linear Multilayer FNN.- Fundamentals of Dynamic Systems.- Various Computational Models and Applications.- Convergence Analysis of Discrete Time RNNs for Linear Variational Inequality Problem.- Parameter Settings of Hopfield Networks Applied to Traveling Salesman Problems.- Competitive Model for Combinatorial Optimization Problems.- Competitive Neural Networks for Image Segmentation.- Columnar Competitive Model for Solving Multi-Traveling Salesman Problem.- Improving Local Minima of Columnar Competitive Model for TSPs.- A New Algorithm for Finding the Shortest Paths Using PCNN.- Qualitative Analysis for Neural Networks with LT Transfer Functions.- Analysis of Cyclic Dynamics for Networks of Linear Threshold Neurons.- LT Network Dynamics and Analog Associative Memory.- Output Convergence Analysis for Delayed RNN with Time Varying Inputs.- Background Neural Networks with Uniform Firing Rate and Background Input.

Additional information

NLS9783642088711
9783642088711
3642088716
Neural Networks: Computational Models and Applications by Huajin Tang
New
Paperback
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
2010-11-22
300
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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