Reinforcement Learning: An Introduction (Adaptive …

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Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives when interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the key ideas and algorithms of…

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Reinforcement Learning


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Author by : Richard S. Sutton
Languange Used : en
Release Date : 1998
Publisher by : MIT Press

An account of key ideas and algorithms in reinforcement learning. The discussion ranges from the history of th

Reinforcement Learning


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Author by : Richard S. Sutton
Languange Used : en
Release Date : 2012-12-06
Publisher by : Springer Science & Business Media

Reinforcement learning is the learning of a mapping from situations to actions so as to maximize a scalar rewa

Reinforcement Learning


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Author by : Richard S. Sutton
Languange Used : en
Release Date : 1992-05-31
Publisher by : Springer Science & Business Media

Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational a

Adaptive Representations For Reinforcement Learning


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Author by : Simon Whiteson
Languange Used : en
Release Date : 2010-10-05
Publisher by : Springer Science & Business Media

This book presents new algorithms for reinforcement learning, a form of machine learning in which an autonomou

Algorithms For Reinforcement Learning


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Author by : Csaba Szepesvari
Languange Used : en
Release Date : 2010
Publisher by : Morgan & Claypool Publishers

Reinforcement learning is a learning paradigm concerned with learning to control a system so as to maximize a

Introduction To Machine Learning


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Author by : Ethem Alpaydin
Languange Used : en
Release Date : 2014-08-29
Publisher by : MIT Press

The goal of machine learning is to program computers to use example data or past experience to solve a given p

Reinforcement Learning


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Author by : Marco Wiering
Languange Used : en
Release Date : 2012-03-05
Publisher by : Springer Science & Business Media

Reinforcement learning encompasses both a science of adaptive behavior of rational beings in uncertain environ

Reinforcement Learning And Dynamic Programming Using Function Approximators


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Author by : Lucian Busoniu
Languange Used : en
Release Date : 2017-07-28
Publisher by : CRC Press

From household appliances to applications in robotics, engineered systems involving complex dynamics can only

Reinforcement Learning For Adaptive Dialogue Systems


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Author by : Verena Rieser
Languange Used : en
Release Date : 2011-11-23
Publisher by : Springer Science & Business Media

The past decade has seen a revolution in the field of spoken dialogue systems. As in other areas of Computer S

Optimal Adaptive Control And Differential Games By Reinforcement Learning Principles


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Author by : Draguna Vrabie
Languange Used : en
Release Date : 2013
Publisher by : IET

This book gives an exposition of recently developed approximate dynamic programming (ADP) techniques for decis

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