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    Simulating Neural Networks with Mathematica

     
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    Simulating Neural Networks with Mathematica

    Description

    This book introduces neural networks, their operation, and application, in the context of the interactive Mathematica environment. Readers will learn how to simulate neural network operations using Mathematica, and will learn techniques for employing Mathematica to assess neural network behavior and performance. For students of neural networks in upper-level undergraduate or beginning graduate courses in computer science, engineering, and related areas. Also for researchers and practitioners interested in using Mathematica as a research tool.

    Features
    • Teaches the reader about what neural networks are, and how to manipulate them within the Mathematica environment.
    • Shows how Mathematica can be used to implement and experiment with neural network architectures.
    • Addresses a major topic related to neural networks in each chapter, or a specific type of neural network architecture.
    • Contains exercises, suggested projects, and supplementary reading lists with each chapter.
    • Includes Mathematica application programs ("packages") in Appendix. (Also available electronically from MathSource.)
    Table of ContentsIntroduction to Neural Networks and Mathematica
    Training by Error Minimization
    Backpropagation and Its Variants
    Probability and Neural Networks
    Optimization and Constraint Satisfaction with Neural Networks
    Feedback and Recurrent Networks
    Adaptive Resonance Theory
    Genetic Algorithms

    020156629XB04062001

    Product details

    EAN/ISBN:
    9780201566291
    Edition:
    1st Revised edition
    Medium:
    Paperback
    Number of pages:
    352
    Publication date:
    1993-09-01
    Publisher:
    Addison-Wesley Longman, Amsterdam
    Languages:
    english
    EAN/ISBN:
    9780201566291
    Edition:
    1st Revised edition
    Medium:
    Paperback
    Number of pages:
    352
    Publication date:
    1993-09-01
    Publisher:
    Addison-Wesley Longman, Amsterdam
    Languages:
    english

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