عنوان

Neural Networks and Fuzzy Systems :

شابک

1461378699

شابک

1461562538

شابک

9781461378693

شابک

9781461562535

شماره

b543919

عنوان اصلي

Neural Networks and Fuzzy Systems :

نام عام مواد

[Book]

ساير اطلاعات عنواني

Theory and Applications

نام نخستين پديدآور

by Shigeo Abe.

محل نشرو پخش و غیره

Boston, MA

نام ناشر، پخش کننده و غيره

Springer US : Imprint : Springer

تاریخ نشرو بخش و غیره

1997

نام خاص و کميت اثر

(288 pages)

متن يادداشت

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.

متن يادداشت

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.

موضوع مستند نشده

Fuzzy systems.

موضوع مستند نشده

Neural networks (Computer science)

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

by Shigeo Abe.

مستند نام اشخاص تاييد نشده

Shigeo Abe

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y