Handbook of neuroevolution through Erlang (eBook, 2013) [WorldCat.org]
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Handbook of neuroevolution through Erlang
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Handbook of neuroevolution through Erlang

Author: Gene I Sher
Publisher: New York, NY : Springer, ©2013.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Publication:Springer eBooks
Summary:
Handbook of Neuroevolution Through Erlang presents both the theory behind, and the methodology of, developing a neuroevolutionary-based computational intelligence system using Erlang. With a foreword written by Joe Armstrong, this handbook offers an extensive tutorial for creating a state of the art Topology and Weight Evolving Artificial Neural Network (TWEANN) platform. In a step-by-step format, the reader is  Read more...
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Genre/Form: Electronic books
Handbook
Handbooks and manuals
Guides et manuels
Handbooks, manuals, etc
Guides, manuels, etc
Additional Physical Format: Handbook of neuroevolution through Erlang
(NL-LeOCL)352125705
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Gene I Sher
ISBN: 9781461444633 1461444632 1461444624 9781461444626
OCLC Number: 820724369
Language Note: English.
Description: 1 online resource
Contents: Part 1. FOUNDATIONS --
Introduction to Neural Networks --
Introduction to Evolutionary Computation --
Introduction to Neuroevolutionary Methods --
The Unintentional Neural Network Programming Language --
Introduction: Applications & Motivations --
Part 2. NEUROEVOLUTION: TAKING THE FIRST STEP --
Developing a Feed Forward Neural Network --
Adding the "Stochastic Hill-Climber" Learning Algorithm --
Developing a Simple Neuroevolutionary Platform --
Testing the Neuroevolutionary System --
Part 3. A Case Study --
DXNN: A Case Study --
Part 4. Advanced Neuroevolution: Creating the Cutting Edge --
Decoupling & Modularizing Our Neuroevolutionary Platform --
Keeping Track of Important Population and Evolutionary Stats --
The Benchmarker --
Creating the Two Slightly More Complex Benchmarks --
Neural Plasticity --
Substrate Encoding --
Substrate Plasticity --
Part 5. Applications --
Artificial Life --
Evolving Currency Trading Agents --
Part 6. Promises Kept --
Conclusion.
Responsibility: Gene I. Sher.

Abstract:

Handbook of Neuroevolution Through Erlang presents both the theory behind, and the methodology of, developing a neuroevolutionary-based computational intelligence system using Erlang.  Read more...

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