 | 2012 |
| 26 |  | Francis Maes,
Louis Wehenkel,
Damien Ernst:
Learning to Play K-armed Bandit Problems.
ICAART (1) 2012: 74-81 |
| 25 |  | Tobias Jung,
Sylvain Martin,
Damien Ernst,
Guy Leduc:
Contextual Multi-armed Bandits for the Prevention of Spam in VoIP Networks
CoRR abs/1201.6181: (2012) |
| 24 |  | Tobias Jung,
Sylvain Martin,
Mohamed Nassar,
Damien Ernst,
Guy Leduc:
Outbound SPIT Filter with Optimal Performance Guarantees
CoRR abs/1201.6190: (2012) |
| 23 |  | Raphael Fonteneau,
Damien Ernst,
Bernard Boigelot,
Quentin Louveaux:
Min Max Generalization for Deterministic Batch Mode Reinforcement Learning: Relaxation Schemes
CoRR abs/1202.5298: (2012) |
| 2011 |
| 22 |  | Francis Maes,
Louis Wehenkel,
Damien Ernst:
Optimized Look-ahead Tree Search Policies.
EWRL 2011: 189-200 |
| 21 |  | Francis Maes,
Louis Wehenkel,
Damien Ernst:
Automatic Discovery of Ranking Formulas for Playing with Multi-armed Bandits.
EWRL 2011: 5-17 |
| 20 |  | Emmanuel Rachelson,
François Schnitzler,
Louis Wehenkel,
Damien Ernst:
Optimal Sample Selection for Batch-mode Reinforcement Learning.
ICAART (1) 2011: 41-50 |
| 19 |  | Sébastien Bubeck,
Damien Ernst,
Aurélien Garivier:
Optimal discovery with probabilistic expert advice
CoRR abs/1110.5447: (2011) |
| 18 |  | Lucian Busoniu,
Damien Ernst,
Bart De Schutter,
Robert Babuska:
Cross-Entropy Optimization of Control Policies With Adaptive Basis Functions.
IEEE Transactions on Systems, Man, and Cybernetics, Part B 41(1): 196-209 (2011) |
| 17 |  | Raphael Fonteneau,
Susan A. Murphy,
Louis Wehenkel,
Damien Ernst:
Estimation Monte Carlo sans modèle de politiques de décision.
Revue d'Intelligence Artificielle 25(3): 321-343 (2011) |
| 2010 |
| 16 |  | Raphael Fonteneau,
Susan A. Murphy,
Louis Wehenkel,
Damien Ernst:
A Cautious Approach to Generalization in Reinforcement Learning.
ICAART (1) 2010: 64-73 |
| 15 |  | Lucian Busoniu,
Damien Ernst,
Bart De Schutter,
Robert Babuska:
Approximate dynamic programming with a fuzzy parameterization.
Automatica 46(5): 804-814 (2010) |
| 14 |  | Raphael Fonteneau,
Susan A. Murphy,
Louis Wehenkel,
Damien Ernst:
Model-Free Monte Carlo-like Policy Evaluation.
Journal of Machine Learning Research - Proceedings Track 9: 217-224 (2010) |
| 2009 |
| 13 |  | Yannick Phulpin,
Miroslav Begovic,
Marc Petit,
Damien Ernst:
Decentralized Reactive Power Dispatch for a Time-Varying Multi-TSO System.
HICSS 2009: 1-8 |
| 12 |  | Boris Defourny,
Damien Ernst,
Louis Wehenkel:
Bounds for Multistage Stochastic Programs Using Supervised Learning Strategies.
SAGA 2009: 61-73 |
| 11 |  | Damien Ernst,
Mevludin Glavic,
Florin Capitanescu,
Louis Wehenkel:
Reinforcement Learning Versus Model Predictive Control: A Comparison on a Power System Problem.
IEEE Transactions on Systems, Man, and Cybernetics, Part B 39(2): 517-529 (2009) |
| 2008 |
| 10 |  | Boris Defourny,
Damien Ernst,
Louis Wehenkel:
Lazy Planning under Uncertainty by Optimizing Decisions on an Ensemble of Incomplete Disturbance Trees.
EWRL 2008: 1-14 |
| 9 |  | Lucian Busoniu,
Damien Ernst,
Bart De Schutter,
Robert Babuska:
Consistency of fuzzy model-based reinforcement learning.
FUZZ-IEEE 2008: 518-524 |
| 2007 |
| 8 |  | Lucian Busoniu,
Damien Ernst,
Bart De Schutter,
Robert Babuska:
Continuous-State Reinforcement Learning with Fuzzy Approximation.
Adaptive Agents and Multi-Agents Systems 2007: 27-43 |
| 7 |  | Lucian Busoniu,
Damien Ernst,
Bart De Schutter,
Robert Babuska:
Fuzzy Approximation for Convergent Model-Based Reinforcement Learning.
FUZZ-IEEE 2007: 1-6 |
| 6 |  | Alberto Del Angel,
Pierre Geurts,
Damien Ernst,
Mevludin Glavic,
Louis Wehenkel:
Estimation of rotor angles of synchronous machines using artificial neural networks and local PMU-based quantities.
Neurocomputing 70(16-18): 2668-2678 (2007) |
| 2006 |
| 5 |  | Damien Ernst,
Raphaël Marée,
Louis Wehenkel:
Reinforcement Learning with Raw Image Pixels as Input State.
IWICPAS 2006: 446-454 |
| 4 |  | Pierre Geurts,
Damien Ernst,
Louis Wehenkel:
Extremely randomized trees.
Machine Learning 63(1): 3-42 (2006) |
| 2005 |
| 3 |  | Damien Ernst,
Pierre Geurts,
Louis Wehenkel:
Tree-Based Batch Mode Reinforcement Learning.
Journal of Machine Learning Research 6: 503-556 (2005) |
| 2003 |
| 2 |  | Damien Ernst,
Pierre Geurts,
Louis Wehenkel:
Iteratively Extending Time Horizon Reinforcement Learning.
ECML 2003: 96-107 |
| 2000 |
| 1 |  | Christophe Druet,
Damien Ernst,
Louis Wehenkel:
Application of Reinforcement Learning to Electrical Power System Closed-Loop Emergency Control.
PKDD 2000: 86-95 |