Handbook of Neuroevolution Through Erlang

1. Introduction: Applications & Motivations
Gene I. Sher

Part I. Foundations

2. Introduction to Neural Networks
Gene I. Sher

3. Introduction to Evolutionary Computation
Gene I. Sher

4. Introduction to Neuroevolutionary Methods
Gene I. Sher

5. The Unintentional Neural Network Programming Language
Gene I. Sher

Part II. Neuroevolution: Taking the First Step

6. Developing a Feed Forward Neural Network
Gene I. Sher

7. Adding the “Stochastic Hill-Climber” Learning Algorithm
Gene I. Sher

8. Developing a Simple Neuroevolutionary Platform
Gene I. Sher

9. Testing the Neuroevolutionary System
Gene I. Sher

Part III. A Case Study

10. DXNN: A Case Study
Gene I. Sher

Part IV. Advanced Neuroevolution: Creating the Cutting Edge

11. Decoupling & Modularizing Our Neuroevolutionary Platform
Gene I. Sher

12. Keeping Track of Important Population and Evolutionary Stats
Gene I. Sher

13. The Benchmarker
Gene I. Sher

14. Creating the Two Slightly More Complex Benchmarks
Gene I. Sher

15. Neural Plasticity
Gene I. Sher

16. Substrate Encoding
Gene I. Sher

17. Substrate Plasticity
Gene I. Sher

18. Artificial Life
Gene I. Sher

19. Evolving Currency Trading Agents
Gene I. Sher

20. Conclusion
Gene I. Sher

Avainsanat: Computer Science, Software Engineering/Programming and Operating Systems, Artificial Intelligence (incl. Robotics), Computational Biology/Bioinformatics