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Reinforcement Learning

Reinforcement Learning

25 Videos · Jul 30, 2008

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Reinforcement Learning 1 - Domain Representation

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22:45

On the Hardness of Finding Symmetries in Markov Decision Processes

Balaraman Ravindran

calendar icon Aug 4, 2008 3529 views

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24:34

Reinforcement Learning in the Presence of Rare Events

Jordan Frank

calendar icon Aug 4, 2008 3831 views

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23:35

An Object-Oriented Representation for Efficient Reinforcement Learning

Carlos Diuk

calendar icon Aug 4, 2008 5304 views

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26:14

Hierarchical Model-Based Reinforcement Learning

Nicholas Jong

calendar icon Aug 4, 2008 5191 views

Reinforcement Learning 2 - Value Representation and Online Learning

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25:00

Online Kernel Selection for Bayesian Reinforcement Learning

Joseph Reisinger

calendar icon Aug 4, 2008 4325 views

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22:01

On-line Discovery of Temporal-Difference Networks

Takaki Makino

calendar icon Aug 4, 2008 3126 views

Draft
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23:29

A Worst-Case Comparison Between Temporal Difference and Residual Gradient with L...

Lihong Li

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18:42

Prediction with Expert Advice for the Brier Game

Fedor Zhdanov

calendar icon Aug 4, 2008 3003 views

Reinforcement Learning 3

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28:40

Non-Parametric Policy Gradients: A Unified Treatment of Propositional and Relati...

Kurt Driessens

calendar icon Aug 4, 2008 3093 views

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18:21

Learning All Optimal Policies with Multiple Criteria

Leon Barrett

calendar icon Aug 4, 2008 3061 views

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27:38

Privacy-Preserving Reinforcement Learning

Jun Sakuma

calendar icon Aug 4, 2008 3532 views

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23:09

Space-indexed Dynamic Programming: Learning to Follow Trajectories

J. Zico Kolter

calendar icon Aug 4, 2008 4025 views

Reinforcement Learning 4 - Active Learning

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29:28

Transfer of Samples in Batch Reinforcement Learning

Alessandro Lazaric

calendar icon Aug 6, 2008 3568 views

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24:13

Exploration Scavenging

Alexander Strehl

calendar icon Aug 6, 2008 3057 views

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24:33

The Many Faces of Optimism: a Unifying Approach

Istvan Szita

calendar icon Aug 6, 2008 3219 views

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25:11

Active Reinforcement Learning

Arkady Epshteyn

calendar icon Aug 6, 2008 5252 views

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19:59

Reinforcement Learning with Limited Reinforcement: Using Bayes Risk for Active L...

Finale Doshi

calendar icon Aug 6, 2008 5792 views

Reinforcement Learning 5

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24:32

Preconditioned Temporal Difference Learning

Hengshuai Yao

calendar icon Aug 12, 2008 3287 views

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19:04

An Analysis of Reinforcement Learning with Function Approximation

Francisco S. Melo

calendar icon Aug 12, 2008 5609 views

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26:11

An Analysis of Linear Models, Linear Value-Function Approximation, and Feature S...

Ronald Parr

calendar icon Aug 12, 2008 4657 views

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24:41

Apprenticeship Learning Using Linear Programming

Umar Syed

calendar icon Aug 12, 2008 4350 views

Reinforcement Learning 6

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27:58

Automatic Discovery and Transfer of MAXQ Hierarchies

Neville Mehta

calendar icon Aug 12, 2008 3281 views

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28:04

Efficiently Learning Linear-Linear Exponential Family Predictive Representations...

Satinder Singh

calendar icon Aug 12, 2008 4600 views

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22:16

Sample-Based Learning and Search with Permanent and Transient Memories

David Silver

calendar icon Aug 12, 2008 3523 views

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27:03

A Semi-parametric Statistical Approach to Model-free Policy Evaluation

Tsuyoshi Ueno

calendar icon Aug 12, 2008 3006 views

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