Model selection in reinforcement learning

Abstraction Selection in Model-based Reinforcement Learning

ion Selection in Model-Based Reinforcement Learning Nan Jiang, Alex Kulesza, Satinder Singh {NANJIANG,KULESZA,BAVEJA}@UMICH.EDU Computer Science & Engineering, University of Michigan

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PAC-Bayesian Model Selection for Reinforcement Learning

This paper introduces the first set of PAC-Bayesian bounds for the batch reinforcement learning problem in finite state spaces. These bounds hold regardless of the correctness of the prior distribution. We demonstrate how such bounds can be used for model-selection in control problems where prior information is available either on the dynamics of the environment, or on the value of actions. Our...

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Reinforcement Learning Algorithm Selection

This paper formalises the problem of online algorithm selection in the context of Reinforcement Learning. The setup is as follows: given an episodic task and a finite number of off-policy RL algorithms, a meta-algorithm has to decide which RL algorithm is in control during the next episode so as to maximize the expected return. The article presents a novel meta-algorithm, called Epochal Stochas...

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Reinforcement Learning Algorithm Selection

This paper formalises the problem of online algorithm selection in the context of Reinforcement Learning. The setup is as follows: given an episodic task and a finite number of off-policy RL algorithms, a meta-algorithm has to decide which RL algorithm is in control during the next episode so as to maximize the expected return. The article presents a novel meta-algorithm, called Epochal Stochas...

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Reinforcement Learning Algorithm Selection

This paper formalises the problem of online algorithm selection in the context of Reinforcement Learning. The setup is as follows: given an episodic task and a finite number of off-policy RL algorithms, a meta-algorithm has to decide which RL algorithm is in control during the next episode so as to maximize the expected return. The article presents a novel meta-algorithm, called Epochal Stochas...

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Model selection in reinforcement learning

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منابع مشابه

Abstraction Selection in Model-based Reinforcement Learning

PAC-Bayesian Model Selection for Reinforcement Learning

Reinforcement Learning Algorithm Selection

Reinforcement Learning Algorithm Selection

Reinforcement Learning Algorithm Selection

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