| Document Type
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BL
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| Record Number
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724200
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| Doc. No
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b543919
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| Main Entry
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by Shigeo Abe.
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| Title & Author
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Neural Networks and Fuzzy Systems : : Theory and Applications\ by Shigeo Abe.
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| Publication Statement
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Boston, MA: Springer US : Imprint : Springer, 1997
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| Page. NO
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(288 pages)
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| ISBN
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1461378699
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: 1461562538
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: 9781461378693
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: 9781461562535
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| Contents
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1 Overview of Neural Networks --;1.1 Brief History of Neural Network Research --;1.2 Neural Network Models --;1.3 Expectations for Neural Networks --;2 The Hopfield Network --;2.1 Definition of the Continuous Hopfield Network --;2.2 Stability of Equilibrium Points --;2.3 Suppression of Spurious States --;2.4 Solution of the Hopfield Network --;2.5 Variants of the Continuous Hopfield Network --;2.6 Performance Evaluation for Traveling Salesman Problems and LSI Module Placement Problems --;Problems --;3 Multilayered Networks --;3.1 Network Training --;3.2 Determination of the Network Structure --;3.3 Synthesis of the Network --;3.4 Pattern Classification by the Decision Tree Extracted from the Network --;3.5 Acceleration of Training and Improvement of Generalization Ability --;Problems --;4 Other Neural Networks --;4.1 The Kohonen Network --;4.2 Variants of Multilayered Networks --;4.3 ART Models --;Problem --;5 Overview of Fuzzy Systems --;5.1 Fuzzy Sets --;5.2 Fuzzy Rule Inference --;5.3 Comparison of Neural Networks and Fuzzy Systems --;5.4 Fuzzy Rule Extraction --;Problems --;6 Fuzzy Rule Extraction for Pattern Classification from Numerical Data --;6.1 Approximation by Cluster Centers --;6.2 Approximation by Hyperboxes --;6.3 Approximation by Polyhedrons --;6.4 Performance Evaluation --;Problems --;7 Fuzzy Rule Extraction for Function Approximation from Numerical Data --;7.1 Clustering of Input Space --;7.2 Clustering of Input and Output Spaces --;7.3 Performance Evaluation of a Water Purification Plant and Time Series Prediction --;Problems --;8 Composite Systems --;8.1 Determining the Optimal Structure of the Composite Multilayered Network Classifier --;8.2 Applications --;References --;Solutions to Problems --;Author Index.
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| Abstract
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Neural Networks and Fuzzy Systems: Theory and Applications discusses theories that have proven useful in applying neural networks and fuzzy systems to real world problems.
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| Subject
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Fuzzy systems.
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| Subject
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Neural networks (Computer science)
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| LC Classification
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QA76.87B974 1997
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| Added Entry
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Shigeo Abe
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