Reinforcement Learning Algorithms: Analysis and Applications - Studies in Computational Intelligence
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Published By Springer International Publishing

9783030411879, 9783030411886

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Distributed Methods for Reinforcement Learning Survey

Reinforcement Learning Algorithms: Analysis and Applications - Studies in Computational Intelligence ◽

10.1007/978-3-030-41188-6_13 ◽

2021 ◽

pp. 151-161

Author(s):

Johannes Czech

Keyword(s):

Reinforcement Learning

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Reviewing On-Policy/Off-Policy Critic Learning in the Context of Temporal Differences and Residual Learning

Reinforcement Learning Algorithms: Analysis and Applications - Studies in Computational Intelligence ◽

10.1007/978-3-030-41188-6_2 ◽

2021 ◽

pp. 15-24

Author(s):

Frederic Roettger

Keyword(s):

Temporal Differences ◽

Residual Learning

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Model-Free Deep Reinforcement Learning—Algorithms and Applications

Reinforcement Learning Algorithms: Analysis and Applications - Studies in Computational Intelligence ◽

10.1007/978-3-030-41188-6_10 ◽

2021 ◽

pp. 109-121

Author(s):

Fabian Otto

Keyword(s):

Reinforcement Learning ◽

Learning Algorithms ◽

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Prediction Error and Actor-Critic Hypotheses in the Brain

Reinforcement Learning Algorithms: Analysis and Applications - Studies in Computational Intelligence ◽

10.1007/978-3-030-41188-6_1 ◽

2021 ◽

pp. 3-13

Author(s):

Mahdi Enan

Keyword(s):

Prediction Error ◽

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A Survey on Constraining Policy Updates Using the KL Divergence

Reinforcement Learning Algorithms: Analysis and Applications - Studies in Computational Intelligence ◽

10.1007/978-3-030-41188-6_5 ◽

2021 ◽

pp. 49-57

Author(s):

Daniel Palenicek

Keyword(s):

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Model-Based Reinforcement Learning from PILCO to PETS

Reinforcement Learning Algorithms: Analysis and Applications - Studies in Computational Intelligence ◽

10.1007/978-3-030-41188-6_14 ◽

2021 ◽

pp. 165-175

Author(s):

Pascal Klink

Keyword(s):

Reinforcement Learning ◽

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Bring Color to Deep Q-Networks: Limitations and Improvements of DQN Leading to Rainbow DQN

Reinforcement Learning Algorithms: Analysis and Applications - Studies in Computational Intelligence ◽

10.1007/978-3-030-41188-6_12 ◽

2021 ◽

pp. 135-149

Author(s):

Jonas Jäger ◽

Felix Helfenstein ◽

Fabian Scharf

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Actor vs Critic: Learning the Policy or Learning the Value

Reinforcement Learning Algorithms: Analysis and Applications - Studies in Computational Intelligence ◽

10.1007/978-3-030-41188-6_11 ◽

2021 ◽

pp. 123-133

Author(s):

Fabian Scharf ◽

Felix Helfenstein ◽

Jonas Jäger

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Persistent Homology for Dimensionality Reduction

Reinforcement Learning Algorithms: Analysis and Applications - Studies in Computational Intelligence ◽

10.1007/978-3-030-41188-6_9 ◽

2021 ◽

pp. 97-105

Author(s):

Len Williamson

Keyword(s):

Dimensionality Reduction ◽

Persistent Homology

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Reward Function Design in Reinforcement Learning

Reinforcement Learning Algorithms: Analysis and Applications - Studies in Computational Intelligence ◽

10.1007/978-3-030-41188-6_3 ◽

2021 ◽

pp. 25-33

Author(s):

Jonas Eschmann

Keyword(s):

Reinforcement Learning ◽

Reward Function ◽

Function Design

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