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References from Bayesian Reinforcement Learning: A Survey. Local targets link to admitted publications; unresolved targets remain external evidence.
Bayesian optimal control of smoothly parameterized systems
2015 · External reference
Apprenticeship learning via inverse reinforcement learning
10.1145/1015330.1015430 · 2004 · External reference
Analysis of Thompson sampling for the multi-armed bandit problem
2012 · External reference
Further optimal regret bounds for Thompson sampling
2013 · External reference
Thompson sampling for contextual bandits with linear payoffs
2013 · External reference
Near-optimal BRL using optimistic local transitions
2012 · External reference
Unresolved reference
2013 · External reference
Approaching Bayes-optimality using Monte-Carlo tree search
2011 · External reference
A Bayesian sampling approach to exploration in reinforcement learning
2009 · External reference
Optimal control of Markov decision processes with incomplete state estimation
10.1016/0022-247x(65)90154-x · 1965 · External reference
A comparison of direct and model-based reinforcement learning
10.1109/robot.1997.606886 · 1997 · External reference
A Bayesian reinforcement learning approach for customizing human-robot interfaces
10.1145/1502650.1502700 · 2009 · External reference
Finite-time analysis of the multi-armed bandit problem
10.1023/a:1013689704352 · 2002 · External reference
Apprenticeship learning about multiple intentions
2011 · External reference
Neuron-like elements that can solve difficult learning control problems
1983 · External reference
A model of inductive bias learning
10.1613/jair.731 · 2000 · External reference
Infinite-horizon policy-gradient estimation
10.1613/jair.806 · 2001 · External reference
Knightcap: A chess program that learns by combining TD(λ) with game-tree search
1998 · External reference
Experiments with infinite-horizon policy-gradient estimation
10.1613/jair.807 · 2001 · External reference
Unresolved reference
1957 · External reference
Unresolved reference
1996 · External reference
Robust adaptive Markov decision processes: Planning with model uncertainty
10.1109/mcs.2012.2205478 · 2012 · External reference
Incremental natural actor-Critic algorithms
2007 · External reference
Natural actor-critic algorithms
10.1016/j.automatica.2009.07.008 · 2009 · External reference
Least-squares temporal difference learning
1999 · External reference
Linear least-squares algorithms for temporal difference learning
10.1023/a:1018056104778 · 1996 · External reference
R-max - a general polynomial time algorithm for near-optimal reinforcement learning
2003 · External reference
10.1561/2200000024 · 2012 · Admitted local publication
Multitask learning
10.1023/a:1007379606734 · 1997 · External reference
Using linear programming for Bayesian exploration in Markov decision processes
2007 · External reference
Smarter sampling in model-based Bayesian reinforcement learning
10.1007/978-3-642-15880-3_19 · 2010 · External reference
Bbrl a c++ open-source library used to compare bayesian reinforcement learning algorithms
2015 · External reference
Unresolved reference
2015 · External reference
Coordination in multiagent reinforcement learning: A Bayesian approach
2013 · External reference
Cooperative games with overlapping coalitions
10.1613/jair.3075 · 2010 · External reference
An empirical evaluation of Thompson sampling
2011 · External reference
Tractable objectives for robust policy optimization
2012 · External reference
Map inference for Bayesian inverse reinforcement learning
2011 · External reference
Nonparametric Bayesian inverse reinforcement learning for multiple reward functions
2012 · External reference
Elevator group control using multiple reinforcement learning agents
10.1023/a:1007518724497 · 1998 · External reference
Bayesian reinforcement learning in continuous POMDPs with Gaussian processes
2009 · External reference
Bayesian Q-learning
1998 · External reference
Model based Bayesian exploration
1999 · External reference
Percentile optimization for Markov decision processes with parameter uncertainty
10.1287/opre.1080.0685 · 2010 · External reference
Bayesian multi-task inverse reinforcement learning
2011 · External reference
Reinforcement learning with limited reinforcement: using Bayes risk for active learning in POMDPs
10.1145/1390156.1390189 · 2008 · External reference
The infinite partially observable Markov decision process
2009 · External reference
Nonparametric Bayesian policy priors for reinforcement learning
2010 · External reference
Reinforcement learning with limited reinforcement: Using Bayes risk for active learning in POMDPs
2011 · External reference
Monte-Carlo algorithms for the improvement of finite-state stochastic controllers: Application to Bayes-adaptive Markov decision processes
2001 · External reference
Unresolved reference
2002 · External reference
10.1017/cbo9780511761362
10.1017/cbo9780511761362 · 2010 · External reference
Unresolved reference
2005 · External reference
Sparse online greedy support vector regression
2002 · External reference
Bayes meets Bellman: The Gaussian process approach to temporal difference learning
2003 · External reference
Reinforcement learning with Gaussian processes
10.1145/1102351.1102377 · 2005 · External reference
Learning to control an octopus arm with gaussian process temporal difference methods
2005 · External reference
Tree-based batch mode reinforcement learning
2005 · External reference
Regularized policy iteration
2008 · External reference
Regularized fitted q-iteration: Application to planning
10.1007/978-3-540-89722-4_5 · 2008 · External reference
PAC-Bayesian model selection for reinforcement learning
2010 · External reference
PAC-Bayesian policy evaluation for reinforcement learning
2011 · External reference
Dual control theory, parts i and ii
1961 · External reference
Survey of adaptive dual control methods
10.1049/ip-cta:20000107 · 2000 · External reference
Efficient Bayesian parameter estimation in large discrete domains
1999 · External reference
The grand challenge of computer Go: Monte Carlo tree search and extensions
10.1145/2093548.2093574 · 2012 · External reference
Bayesian policy gradient algorithms
2006 · External reference
Bayesian Actor-Critic algorithms
10.1145/1273496.1273534 · 2007 · External reference
Unresolved reference
2013 · External reference
Bandit processes and dynamic allocation indices
10.1111/j.2517-6161.1979.tb01068.x · 1979 · External reference
Likelihood ratio gradient estimation for stochastic systems
10.1145/84537.84552 · 1990 · External reference
Thompson sampling for learning parameterized markov decision processes
2015 · External reference
Thompson sampling for complex online problems
2014 · External reference
Web-scale Bayesian click-through rate prediction for sponsored search advertising in Microsoft’s Bing search engine
2010 · External reference
Adaptive control of nonlinear stochastic systems by particle filtering
2003 · External reference
Efficient Bayes-adaptive reinforcement learning using sample-based search
2012 · External reference
Stochastic regret minimization via Thompson sampling
2014 · External reference
Exploiting generative models in discriminative classifiers
1999 · External reference
Active learning in partially observable Markov decision processes
10.1007/11564096_59 · 2005 · External reference
Planning and acting in partially observable stochastic domains
10.1016/s0004-3702(98)00023-x · 1998 · External reference
On Bayesian upper confidence bounds for bandit problems
2012 · External reference
Thompson sampling: An asymptotically optimal finite-time analysis
10.1007/978-3-642-34106-9_18 · 2012 · External reference
A greedy approximation of Bayesian reinforcement learning with probably optimistic transition model
2013 · External reference
Near-optimal reinforcement learning in polynomial time
1998 · External reference
A sparse sampling algorithm for near-optimal planning in large Markov decision processes
1999 · External reference
Reinforcement learning in robotics: A survey
10.1177/0278364913495721 · 2013 · External reference
Bandit based Monte-Carlo planning
10.1007/11871842_29 · 2006 · External reference
Policy gradient reinforcement learning for fast quadrupedal locomotion
2004 · External reference
Near-Bayesian exploration in polynomial time
10.1145/1553374.1553441 · 2009 · External reference
Actor-Critic algorithms
2000 · External reference
Least-squares policy iteration
2003 · External reference
Asymptotically efficient adaptive allocation rules
10.1016/0196-8858(85)90002-8 · 1985 · External reference
Bayesian multi-task reinforcement learning
2010 · External reference
Unresolved reference
2009 · External reference
On the prior sensitivity of Thompson sampling
2015 · External reference
The sample complexity of exploration in the multi-armed bandit problem
2004 · External reference
The cross entropy method for fast policy search
2003 · External reference
Bias and variance approximation in value function estimates
10.1287/mnsc.1060.0614 · 2007 · External reference
Unresolved reference
1998 · External reference
Some PAC-Bayesian theorems
10.1023/a:1007618624809 · 1999 · External reference
Transfer in variable-reward hierarchical reinforcement learning
10.1007/s10994-008-5061-y · 2008 · External reference
Bayesian nonparametric inverse reinforcement learning
10.1007/978-3-642-33486-3_10 · 2012 · External reference
Improving the efficiency of Bayesian inverse reinforcement learning
2012 · External reference
Prioritized sweeping: Reinforcement learning with less data and less real time
10.1023/a:1022635613229 · 1993 · External reference
Apprenticeship learning using inverse reinforcement learning and gradient methods
2007 · External reference
Algorithms for inverse reinforcement learning
2000 · External reference
Unresolved reference
2004 · External reference
Robust control of markov decision processes with uncertain transition matrices
10.1287/opre.1050.0216 · 2005 · External reference
Computing a classic index for finite-horizon bandits
10.1287/ijoc.1100.0398 · 2011 · External reference
Bayes-Hermite quadrature
10.1016/0378-3758(91)90002-v · 1991 · External reference
(More) efficient reinforcement learning via posterior sampling
2013 · External reference
An online POMDP algorithm for complex multiagent environments
2005 · External reference
Natural actor-critic
10.1016/j.neucom.2007.11.026 · 2008 · External reference
Point-based value iteration: an anytime algorithm for POMDPs
2003 · External reference
10.1109/icassp.2011.5946754
10.1109/icassp.2011.5946754 · 2011 · External reference
Bayesian reinforcement learning for POMDP-based dialogue systems
10.1109/icassp.2011.5946754 · 2011 · External reference
Unresolved reference
1896 · External reference
Point-based value iteration for continuous POMDPs
2006 · External reference
An analytic solution to discrete Bayesian reinforcement learning
2006 · External reference
10.1002/9781118029176
10.1002/9781118029176 · 2011 · External reference
10.1002/9780470316887
10.1002/9780470316887 · 1994 · External reference
Unresolved reference
2013 · External reference
Bayesian inverse reinforcement learning
2007 · External reference
Unresolved reference
2003 · External reference
Unresolved reference
2004 · External reference
Unresolved reference
2006 · External reference
Maximum margin planning
10.1145/1143844.1143936 · 2006 · External reference
Bayesian adaptive control of time varying systems
10.1109/cdc.1992.371636 · 1992 · External reference
Online kernel selection for Bayesian reinforcement learning
10.1145/1390156.1390259 · 2008 · External reference
Model-based Bayesian reinforcement learning in large structured domains
2008 · External reference
Bayes-adaptive POMDPs
2008 · External reference
Bayesian reinforcement learning in continuous POMDPs with application to robot navigation
10.1109/robot.2008.4543641 · 2008 · External reference
Online POMDPs
10.1613/jair.2567 · 2008 · External reference
A Bayesian approach for learning and planning in partially observable Markov decision processes
2011 · External reference
Unresolved reference
1994 · External reference
Linearly parameterized bandits
10.1287/moor.1100.0446 · 2010 · External reference
Optimal adaptive control of uncertain stochastic discrete linear systems
1995 · External reference
Learning agents for uncertain environments (extended abstract)
1998 · External reference
Unresolved reference
2002 · External reference
An information-theoretic analysis of Thompson sampling
2014 · External reference
Learning to optimize via posterior sampling
10.1287/moor.2014.0650 · 2014 · External reference
Unresolved reference
1991 · External reference
Unresolved reference
2002 · External reference
A modern Bayesian look at the multi-armed bandit
10.1002/asmb.874 · 2010 · External reference
PAC-Bayesian analysis of contextual bandits
2011 · External reference
PAC-Bayesian analysis of the exploration-exploitation trade-off
2011 · External reference
10.1017/cbo9780511809682
10.1017/cbo9780511809682 · 2004 · External reference
The optimal control of partially observable Markov processes over a finite horizon
10.1287/opre.21.5.1071 · 1973 · External reference
Variance-based rewards for approximate Bayesian reinforcement learning
2010 · External reference
Perseus: randomized point-based value iteration for POMDPs
10.1613/jair.1659 · 2005 · External reference
A theoretical analysis of model-based interval estimation
10.1145/1102351.1102459 · 2005 · External reference
An analysis of model-based interval estimation for Markov decision processes
10.1016/j.jcss.2007.08.009 · 2008 · External reference
A Bayesian framework for reinforcement learning
2000 · External reference
Unresolved reference
1984 · External reference
Learning to predict by methods of temporal differences
10.1023/a:1022633531479 · 1988 · External reference
DYNA, an integrated architecture for learning, planning, and reacting
10.1145/122344.122377 · 1991 · External reference
10.1109/tnn.1998.712192
10.1109/tnn.1998.712192 · 1998 · External reference
Policy gradient methods for reinforcement learning with function approximation
2000 · External reference
A game-theoretic approach to apprenticeship learning
2008 · External reference
Unresolved reference
2013 · External reference
TD-Gammon, a self-teaching backgammon program, achieves master-level play
10.1162/neco.1994.6.2.215 · 1994 · External reference
On the likelihood that one unknown probability exceeds another in view of the evidence of two samples
10.1093/biomet/25.3-4.285 · 1933 · External reference
A short proof of the gittins index theorem
1994 · External reference
Hessian matrix distribution for Bayesian policy gradient reinforcement learning
10.1016/j.ins.2011.01.001 · 2011 · External reference
Integrating sample-based planning and model-based reinforcement learning
10.1609/aaai.v24i1.7689 · 2010 · External reference
Bayesian sparse sampling for on-line reward optimization
10.1145/1102351.1102472 · 2005 · External reference
Unresolved reference
1989 · External reference
Simple statistical gradient-following algorithms for connectionist reinforcement learning
10.1023/a:1022672621406 · 1992 · External reference
Multi-task reinforcement learning: A hierarchical Bayesian approach
10.1145/1273496.1273624 · 2007 · External reference
Adaptive dual control methods: An overview
10.1016/b978-0-08-042375-3.50010-x · 1995 · External reference
Discrete-time Bayesian adaptive control problems with complete information
1992 · External reference
Maximum entropy inverse reinforcement learning
2008 · External reference
