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Simulating Neural Networks with Mathematica

James Freeman (Autor)

Buch | Softcover

352 Seiten

2020
Addison-Wesley Educational Publishers Inc (Verlag)
978-0-201-56629-1 (ISBN)

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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

Introduction 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. 020156629XT04062001

Erscheint lt. Verlag	1.7.2020
Verlagsort	New Jersey
Sprache	englisch
Themenwelt	Informatik ► Grafik / Design ► Digitale Bildverarbeitung
	Informatik ► Office Programme ► Outlook
	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
ISBN-10	0-201-56629-X / 020156629X
ISBN-13	978-0-201-56629-1 / 9780201566291
Zustand	Neuware