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Real-valued Anticipatory Classifier System

A thesis submitted in partial fulfillment for the degree of Doctor of Philosophy.

Table of Contents

• 1. Introduction
• 2. Selected topics of Learning Classifier Systems
  • 2.1. Road towards Anticipatory Learning Classifier Systems
  • 2.2. Real-valued input challenge
  • 2.3. Key Performance Indicators
  • 2.4. Statistical verification of results
  • 2.5. Overview of the selected environments
• 3. Ways of handling real-valued input signal
  • 3.1. Interval-based representation
  • 3.2. Discretizing input signal
• 4. Optimizing formation of internal model
  • 4.1. Biased exploration
• 5. Optimizing reward distribution through long action chains
  • 5.1. Diminishing reward
• 6. Summary
  • 6.1. Conclusions
  • 6.2. Future Works
  • 6.3. Publications
• 7. Abbreviations
• 8. Bibliography

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1. Introduction