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Exploiting Environment Configurability in Reinforcement Learning
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Authors: A.M. Metelli
Categories: Computers
Type: BOOK - Published: 2022-12-07 - Publisher: IOS Press

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In recent decades, Reinforcement Learning (RL) has emerged as an effective approach to address complex control tasks. In a Markov Decision Process (MDP), the fr
Handbook of Reinforcement Learning and Control
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Authors: Kyriakos G. Vamvoudakis
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Type: BOOK - Published: 2021-06-23 - Publisher: Springer Nature

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This handbook presents state-of-the-art research in reinforcement learning, focusing on its applications in the control and game theory of dynamic systems and f
Distributional Reinforcement Learning
Language: en
Pages: 385
Authors: Marc G. Bellemare
Categories: Computers
Type: BOOK - Published: 2023-05-30 - Publisher: MIT Press

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The first comprehensive guide to distributional reinforcement learning, providing a new mathematical formalism for thinking about decisions from a probabilistic
Reinforcement Learning
Language: en
Pages: 174
Authors: Abhishek Nandy
Categories: Computers
Type: BOOK - Published: 2017-12-07 - Publisher: Apress

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Master reinforcement learning, a popular area of machine learning, starting with the basics: discover how agents and the environment evolve and then gain a clea
Exploration-exploitation Dilemma in Reinforcement Learning Under Various Form of Prior Knowledge
Language: en
Pages: 0
Authors: Ronan Fruit
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Type: BOOK - Published: 2019 - Publisher:

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In combination with Deep Neural Networks (DNNs), several Reinforcement Learning (RL) algorithms such as "Q-learning" of "Policy Gradient" are now able to achiev