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References from A Tutorial on Linear Function Approximators for Dynamic Programming and Reinforcement Learning. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
External reference
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2007 · External reference
Fitted Q-iteration in continuous action-space MDPs
2007 · External reference
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2009 · External reference
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1994 · External reference
Learning to act using real-time dynamic programming
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2000 · External reference
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1957 · External reference
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1996 · External reference
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1976 · External reference
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1996 · External reference
Unresolved reference
2009 · External reference
Unresolved reference
2007 · External reference
Unresolved reference
2008 · External reference
Unresolved reference
1995 · External reference
Unresolved reference
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
2002 · External reference
Unresolved reference
2010 · External reference
Hierarchical reinforcement learning with the MAXQ value function decomposition
10.1613/jair.639 · 2000 · External reference
Reinforcement learning benchmarks and bake-offs II
2005 · External reference
Bayes meets bellman: The gaussian process approach to temporal difference learning
2003 · External reference
Unresolved reference
2009 · External reference
Unresolved reference
2008 · External reference
Risk-sensitive reinforcement learning applied to chance constrained control
2005 · External reference
Unresolved reference
2011 · External reference
Model estimation within planning and learning
10.1109/acc.2012.6314997 · 2012 · External reference
RLPy: The Reinforcement Learning Library for Education and Research
2013 · External reference
Unresolved reference
2013 · External reference
Feature Discovery in Reinforcement Learning using Genetic Programming
2007 · External reference
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1996 · External reference
Unresolved reference
1995 · External reference
Reinforcement learning: A tutorial survey and recent advances
10.1287/ijoc.1080.0305 · 2009 · External reference
Adaptive importance sampling with automatic model selection in value function approximation
2008 · External reference
Unresolved reference
1994 · External reference
Unresolved reference
1960 · External reference
Unresolved reference
1993 · External reference
Near-optimal regret bounds for reinforcement learning
2010 · External reference
Unresolved reference
2009 · External reference
Gaussian processes for sample efficient reinforcement learning with RMAX-like exploration
10.1007/978-3-642-15880-3_44 · 2010 · External reference
Reinforcement learning: A survey
10.1613/jair.301 · 1996 · External reference
Characterizing reinforcement learning methods through parameterized learning problems
2011 · External reference
Unresolved reference
2009 · External reference
Comparison of cmacs and radial basis functions for local function approximators in reinforcement learning
1997 · External reference
A non-parametric approach to dynamic programming
2011 · External reference
Model-based reinforcement learning with an approximate, learned model
1996 · External reference
Least-squares policy iteration
2003 · External reference
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2012 · External reference
Unresolved reference
2009 · External reference
Reinforcement learning for dialog management using least-squares policy iteration and fast feature selection
10.21437/interspeech.2009-659 · 2009 · External reference
The kernel least-mean-square algorithm
10.1109/tsp.2007.907881 · 2008 · External reference
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2010 · External reference
Unresolved reference
2010 · External reference
Unresolved reference
2010 · External reference
Representation policy iteration
2005 · External reference
Unresolved reference
2012 · External reference
An analysis of reinforcement learning with function approximation
10.1145/1390156.1390240 · 2008 · External reference
Risk-sensitive reinforcement learning
10.1023/a:1017940631555 · 2002 · External reference
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1993 · External reference
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2009 · External reference
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10.1109/iros.2006.282564 · 2006 · External reference
Natural actor-critic
10.1016/j.neucom.2007.11.026 · 2008 · External reference
Feature selection using regularization in approximate linear programs for Markov decision processes
2010 · External reference
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10.1002/9780470316887 · 1994 · External reference
Unresolved reference
2006 · External reference
Sparse distributed memories for on-line value-based reinforcement learning
2004 · External reference
Evaluation of policy gradient methods and variants on the Cart-Pole benchmark
2007 · External reference
Online Q-learning using connectionist systems (tech. rep. no. cued/f-infeng/tr 166)
1994 · External reference
International Probabilistic Planning Competition (IPPC) at International Joint Conference on Artificial Intelligence (IJCAI)
2011 · External reference
Should one compute the temporal difference fix point or minimize the bellman residual? the unified oblique projection view
2010 · External reference
Nonlinear component analysis as a kernel eigenvalue problem
10.1162/089976698300017467 · 1998 · External reference
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2002 · External reference
Generalized polynomial approximation in Markovian decision processes
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1992 · External reference
Convergence results for single-step on-policy reinforcement-learning algorithms
10.1023/a:1007678930559 · 2000 · External reference
Reinforcement learning for RoboCup-soccer keepaway
10.1177/105971230501300301 · 2005 · External reference
Reinforcement learning for RoboCup soccer keepaway
10.1177/105971230501300301 · 2005 · External reference
Reinforcement learning in finite mdps: Pac analysis
2009 · External reference
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1996 · External reference
Unresolved reference
1998 · External reference
Policy gradient methods for reinforcement learning with function approximation
2000 · External reference
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2009 · External reference
10.1007/978-3-031-01551-9
10.1007/978-3-031-01551-9 · 2010 · External reference
Model-based reinforcement learning with nearly tight exploration complexity bounds
2010 · External reference
Unresolved reference
2009 · External reference
An analysis of temporal difference learning with function approximation
10.1109/9.580874 · 1997 · External reference
Average cost temporal-difference learning
10.1016/s0005-1098(99)00099-0 · 1999 · External reference
Adaptive Planning for Markov Decision Processes with Uncertain Transition Models via Incremental Feature Dependency Discovery
10.1007/978-3-642-33486-3_7 · 2012 · External reference
Unresolved reference
1989 · External reference
Q-learning
1992 · External reference
Q-learning
1992 · External reference
A complexity analysis of cooperative mechanisms in reinforcement learning
1991 · External reference
Introduction to the special issue on empirical evaluations in reinforcement learning
2011 · External reference
Pattern-recognizing control systems
1964 · External reference
Simple statistical gradient-following algorithms for connectionist reinforcement learning
1992 · External reference
Unresolved reference
1971 · External reference
The simplex and policy-iteration methods are strongly polynomial for the markov decision problem with a fixed discount rate
10.1287/moor.1110.0516 · 2011 · External reference
Error bounds for approximations from projected linear equations
10.1287/moor.1100.0441 · 2010 · External reference
