Design of Experiments for Reinforcement Learning

Gebonden Engels 2014 2015e druk 9783319121963
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Samenvatting

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 commonly employed to study machine learning methods. The results outlined in this work provide insight as to what enables and what has an effect on successful reinforcement learning implementations so that this learning method can be applied to more challenging problems.

Specificaties

ISBN13:9783319121963
Taal:Engels
Bindwijze:gebonden
Aantal pagina's:191
Uitgever:Springer International Publishing
Druk:2015

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Inhoudsopgave

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

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€ 120,99
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        Design of Experiments for Reinforcement Learning