Design of Experiments for Reinforcement Learning

• Main Author: Gatti, Christopher (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2015.
• Series: Springer Theses, Recognizing Outstanding Ph.D. Research,
• Subjects: Engineering.; Logic design.; Artificial intelligence.; Computational intelligence.; Computational Intelligence.; Logic Design.; Artificial Intelligence (incl. Robotics).

This thesis takes an empirical approach to understanding of the behavior and interactions between the two main components of reinforcement learning: the learning algorithm and the functional representation of learned knowledge. The author approaches these entities using design of experiments not com...

Table of Contents:

• Introduction
• Reinforcement Learning. Design of Experiments
• Methodology
• The Mountain Car Problem
• The Truck Backer-Upper Problem
• The Tandem Truck Backer-Upper Problem
• Appendices.