2013

Handbook of Neuroevolution Through Erlang

Authors:

ISBN: 978-1-4614-4462-6 (Print) 978-1-4614-4463-3 (Online)

Table of contents (20 chapters)

  1. Front Matter

    Pages i-xx

  2. No Access

    Book Chapter

    Pages 1-39

    Introduction: Applications & Motivations

  3. FOUNDATIONS

    1. Front Matter

      Pages 41-41

    2. No Access

      Book Chapter

      Pages 43-79

      Introduction to Neural Networks

    3. No Access

      Book Chapter

      Pages 81-104

      Introduction to Evolutionary Computation

    4. No Access

      Book Chapter

      Pages 105-141

      Introduction to Neuroevolutionary Methods

    5. No Access

      Book Chapter

      Pages 143-150

      The Unintentional Neural Network Programming Language

  4. NEUROEVOLUTION: TAKING THE FIRST STEP

    1. Front Matter

      Pages 151-151

    2. No Access

      Book Chapter

      Pages 153-185

      Developing a Feed Forward Neural Network

    3. No Access

      Book Chapter

      Pages 187-227

      Adding the “Stochastic Hill-Climber” Learning Algorithm

    4. No Access

      Book Chapter

      Pages 229-346

      Developing a Simple Neuroevolutionary Platform

    5. No Access

      Book Chapter

      Pages 347-395

      Testing the Neuroevolutionary System

  5. A Case Study

    1. Front Matter

      Pages 397-397

    2. No Access

      Book Chapter

      Pages 399-444

      DXNN: A Case Study

  6. Advanced Neuroevolution: Creating the Cutting Edge

    1. Front Matter

      Pages 445-445

    2. No Access

      Book Chapter

      Pages 447-526

      Decoupling & Modularizing Our Neuroevolutionary Platform

    3. No Access

      Book Chapter

      Pages 527-545

      Keeping Track of Important Population and Evolutionary Stats

    4. No Access

      Book Chapter

      Pages 547-571

      The Benchmarker

    5. No Access

      Book Chapter

      Pages 573-608

      Creating the Two Slightly More Complex Benchmarks

    6. No Access

      Book Chapter

      Pages 609-659

      Neural Plasticity

    7. No Access

      Book Chapter

      Pages 661-734

      Substrate Encoding

    8. No Access

      Book Chapter

      Pages 735-752

      Substrate Plasticity

  7. Applications

    1. Front Matter

      Pages 753-753

    2. No Access

      Book Chapter

      Pages 755-783

      Artificial Life

    3. No Access

      Book Chapter

      Pages 785-824

      Evolving Currency Trading Agents

  8. Promises Kept

    1. Front Matter

      Pages 825-827

    2. No Access

      Book Chapter

      Pages 829-830

      Conclusion

  9. Back Matter

    Pages 831-831