Design of Experiments for Reinforcement Learning

Nonfiction, Computers, Advanced Computing, Programming, Logic Design, Artificial Intelligence, General Computing
Cover of the book Design of Experiments for Reinforcement Learning by Christopher Gatti, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Christopher Gatti ISBN: 9783319121970
Publisher: Springer International Publishing Publication: November 22, 2014
Imprint: Springer Language: English
Author: Christopher Gatti
ISBN: 9783319121970
Publisher: Springer International Publishing
Publication: November 22, 2014
Imprint: Springer
Language: English

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.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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.

More books from Springer International Publishing

Cover of the book Avian Ecology in Latin American Cityscapes by Christopher Gatti
Cover of the book Evolutionary Perspectives on Social Psychology by Christopher Gatti
Cover of the book Social Network Analysis Applied to Team Sports Analysis by Christopher Gatti
Cover of the book Biblical Theology for Ethical Leadership by Christopher Gatti
Cover of the book Pattern Recognition Applications and Methods by Christopher Gatti
Cover of the book George Herbert and the Mystery of the Word by Christopher Gatti
Cover of the book Vascular Anatomy of the Spinal Cord by Christopher Gatti
Cover of the book Smart Card Research and Advanced Applications by Christopher Gatti
Cover of the book High Performance Natural Fiber-Nanoclay Reinforced Cement Nanocomposites by Christopher Gatti
Cover of the book The Flipped College Classroom by Christopher Gatti
Cover of the book Advances in Applied Mathematics by Christopher Gatti
Cover of the book Pohl's Introduction to Physics by Christopher Gatti
Cover of the book Molecular and Functional Insights Into the Pulmonary Vasculature by Christopher Gatti
Cover of the book The Obama Presidency and the Politics of Change by Christopher Gatti
Cover of the book Business Intelligence for New-Generation Managers by Christopher Gatti
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy