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ORCIDDamien Ernst
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- affiliation: University of Liège, Belgium
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2020 – today
- 2024
[j42]Gaspard Lambrechts, Adrien Bolland, Damien Ernst:
Informed POMDP: Leveraging Additional Information in Model-Based RL. RLJ 2: 763-784 (2024)- [j41]Milad Rahimipour Behbahani
, Alireza Jalilian, Alireza Bahmanyar, Damien Ernst:
Comprehensive Review on Static and Dynamic Distribution Network Reconfiguration Methodologies. IEEE Access 12: 9510-9525 (2024) - [j40]Florent De Geeter, Damien Ernst, Guillaume Drion:
Spike-based computation using classical recurrent neural networks. Neuromorph. Comput. Eng. 4(2): 24007 (2024) - [j39]Bardhyl Miftari, Mathias Berger, Guillaume Derval, Quentin Louveaux, Damien Ernst:
GBOML: a structure-exploiting optimization modelling language in Python. Optim. Methods Softw. 39(1): 227-256 (2024) - [j38]Ioannis Boukas, Elodie Burtin, Antonio Sutera, Quentin Gemine, Bernard Pevee, Damien Ernst:
Exploiting the Flexibility Potential of Water Distribution Networks: A Pilot Project in Belgium. IEEE Trans. Smart Grid 15(1): 394-404 (2024) - [i57]Samy Aittahar, Adrien Bolland, Guillaume Derval, Damien Ernst:
Optimal Control of Renewable Energy Communities subject to Network Peak Fees with Model Predictive Control and Reinforcement Learning Algorithms. CoRR abs/2401.16321 (2024) - [i56]Adrien Bolland, Gaspard Lambrechts, Damien Ernst:
Behind the Myth of Exploration in Policy Gradients. CoRR abs/2402.00162 (2024) - [i55]Arthur Louette, Gaspard Lambrechts, Damien Ernst, Eric Pirard, Godefroid Dislaire:
Reinforcement Learning to improve delta robot throws for sorting scrap metal. CoRR abs/2406.13453 (2024) - [i54]Gaspard Lambrechts, Yann Claes, Pierre Geurts, Damien Ernst:
Parallelizing Autoregressive Generation with Variational State Space Models. CoRR abs/2407.08415 (2024) - [i53]Matthias Pirlet, Adrien Bolland, Gilles Louppe, Damien Ernst:
Costs Estimation in Unit Commitment Problems using Simulation-Based Inference. CoRR abs/2409.03588 (2024) - [i52]Maurizio Vassallo, Adrien Leerschool, Alireza Bahmanyar, Laurine Duchesne, Simon Gerard, Thomas Wehenkel, Damien Ernst:
An Optimization Algorithm for Customer Topological Paths Identification in Electrical Distribution Networks. CoRR abs/2409.09073 (2024) - [i51]Maurizio Vassallo, Amina Benzerga, Alireza Bahmanyar, Damien Ernst:
Fair Reinforcement Learning Algorithm for PV Active Control in LV Distribution Networks. CoRR abs/2409.09074 (2024) - [i50]Maurizio Vassallo, Alireza Bahmanyar, Laurine Duchesne, Adrien Leerschool, Simon Gerard, Thomas Wehenkel, Damien Ernst:
A Systematic Procedure for Topological Path Identification with Raw Data Transformation in Electrical Distribution Networks. CoRR abs/2409.09075 (2024) - 2023
- [j37]Thibaut Théate, Damien Ernst:
Risk-Sensitive Policy with Distributional Reinforcement Learning. Algorithms 16(7): 325 (2023) - [j36]Thibaut Théate, Antoine Wehenkel, Adrien Bolland, Gilles Louppe, Damien Ernst:
Distributional reinforcement learning with unconstrained monotonic neural networks. Neurocomputing 534: 199-219 (2023) - [j35]Gaspard Lambrechts, Florent De Geeter, Nicolas Vecoven, Damien Ernst, Guillaume Drion:
Warming up recurrent neural networks to maximise reachable multistability greatly improves learning. Neural Networks 166: 645-669 (2023) - [j34]Adrien Bolland, Gilles Louppe, Damien Ernst:
Policy Gradient Algorithms Implicitly Optimize by Continuation. Trans. Mach. Learn. Res. 2023 (2023) - [c56]Antoine Dubois, Damien Ernst:
Impacts of spatial and temporal resolutions on the near-optimal spaces of energy system optimisation models. ISGT EUROPE 2023: 1-5 - [c55]Pascal Leroy, Pablo G. Morato, Jonathan Pisane, Athanasios Kolios, Damien Ernst:
IMP-MARL: a Suite of Environments for Large-scale Infrastructure Management Planning via MARL. NeurIPS 2023 - [i49]Antoine Dubois, Jonathan Dumas, Paolo Thiran, Gauthier Limpens, Damien Ernst:
Multi-objective near-optimal necessary conditions for multi-sectoral planning. CoRR abs/2302.12654 (2023) - [i48]Adrien Bolland, Gilles Louppe, Damien Ernst:
Policy Gradient Algorithms Implicitly Optimize by Continuation. CoRR abs/2305.06851 (2023) - [i47]Florent De Geeter, Damien Ernst, Guillaume Drion:
Spike-based computation using classical recurrent neural networks. CoRR abs/2306.03623 (2023) - [i46]Gaspard Lambrechts, Adrien Bolland, Damien Ernst:
Informed POMDP: Leveraging Additional Information in Model-Based RL. CoRR abs/2306.11488 (2023) - [i45]Pascal Leroy, Pablo G. Morato, Jonathan Pisane, Athanasios Kolios, Damien Ernst:
IMP-MARL: a Suite of Environments for Large-scale Infrastructure Management Planning via MARL. CoRR abs/2306.11551 (2023) - 2022
- [j33]Miguel Manuel de Villena, Samy Aittahar, Sebastien Mathieu, Ioannis Boukas, Eric Vermeulen, Damien Ernst:
Financial Optimization of Renewable Energy Communities Through Optimal Allocation of Locally Generated Electricity. IEEE Access 10: 77571-77586 (2022) - [j32]Adrien Bolland, Ioannis Boukas, Mathias Berger, Damien Ernst:
Jointly Learning Environments and Control Policies with Projected Stochastic Gradient Ascent. J. Artif. Intell. Res. 73: 117-171 (2022) - [j31]Bardhyl Miftari, Mathias Berger, Hatim Djelassi, Damien Ernst:
GBOML: Graph-Based Optimization Modeling Language. J. Open Source Softw. 7(72): 4158 (2022) - [j30]Mathias Berger, David Radu, Antoine Dubois, Hrvoje Pandzic, Yury Dvorkin, Quentin Louveaux, Damien Ernst:
Siting renewable power generation assets with combinatorial optimisation. Optim. Lett. 16(3): 877-907 (2022) - [j29]Michaël Fonder, Damien Ernst, Marc Van Droogenbroeck:
Parallax Inference for Robust Temporal Monocular Depth Estimation in Unstructured Environments. Sensors 22(23): 9374 (2022) - [j28]Gaspard Lambrechts, Adrien Bolland, Damien Ernst:
Recurrent networks, hidden states and beliefs in partially observable environments. Trans. Mach. Learn. Res. 2022 (2022) - [i44]Florian Merchie, Damien Ernst:
Churn prediction in online gambling. CoRR abs/2201.02463 (2022) - [i43]Amina Benzerga, Alireza Bahmanyar, Damien Ernst:
Optimal Connection Phase Selection of Residential Distributed Energy Resources and its Impact on Aggregated Demand. CoRR abs/2207.05059 (2022) - [i42]Gaspard Lambrechts, Adrien Bolland, Damien Ernst:
Recurrent networks, hidden states and beliefs in partially observable environments. CoRR abs/2208.03520 (2022) - [i41]Pascal Leroy, Jonathan Pisane, Damien Ernst:
Value-based CTDE Methods in Symmetric Two-team Markov Game: from Cooperation to Team Competition. CoRR abs/2211.11886 (2022) - [i40]Thibaut Théate, Damien Ernst:
Risk-Sensitive Policy with Distributional Reinforcement Learning. CoRR abs/2212.14743 (2022) - 2021
- [j27]Thibaut Théate, Damien Ernst:
An application of deep reinforcement learning to algorithmic trading. Expert Syst. Appl. 173: 114632 (2021) - [j26]Ioannis Boukas, Damien Ernst, Thibaut Théate, Adrien Bolland, Alexandre Huynen, Martin Buchwald, Christelle Wynants, Bertrand Cornélusse:
A deep reinforcement learning framework for continuous intraday market bidding. Mach. Learn. 110(9): 2335-2387 (2021) - [j25]Robin Henry, Damien Ernst:
Gym-ANM: Open-source software to leverage reinforcement learning for power system management in research and education. Softw. Impacts 9: 100092 (2021) - [c54]Decebal Constantin Mocanu, Elena Mocanu, Tiago Pinto, Selima Curci, Phuong H. Nguyen, Madeleine Gibescu, Damien Ernst, Zita A. Vale:
Sparse Training Theory for Scalable and Efficient Agents. AAMAS 2021: 34-38 - [c53]Daniele Marulli, Sébastien Mathieu, Amina Benzerga, Antonio Sutera, Damien Ernst:
Reconstruction of Low-Voltage Networks with Limited Observability. ISGT-Europe 2021: 1-5 - [i39]Mathias Berger, David Radu, Ghislain Detienne, Thierry Deschuyteneer, Aurore Richel, Damien Ernst:
Remote Renewable Hubs For Carbon-Neutral Synthetic Fuel Production. CoRR abs/2102.11375 (2021) - [i38]Decebal Constantin Mocanu, Elena Mocanu, Tiago Pinto, Selima Curci, Phuong H. Nguyen, Madeleine Gibescu, Damien Ernst, Zita A. Vale:
Sparse Training Theory for Scalable and Efficient Agents. CoRR abs/2103.01636 (2021) - [i37]Robin Henry, Damien Ernst:
Gym-ANM: Reinforcement Learning Environments for Active Network Management Tasks in Electricity Distribution Systems. CoRR abs/2103.07932 (2021) - [i36]David Radu, Antoine Dubois, Mathias Berger, Damien Ernst:
Model Reduction in Capacity Expansion Planning Problems via Renewable Generation Site Selection. CoRR abs/2104.05792 (2021) - [i35]Robin Henry, Damien Ernst:
Gym-ANM: Open-source software to leverage reinforcement learning for power system management in research and education. CoRR abs/2105.08846 (2021) - [i34]Michaël Fonder, Damien Ernst, Marc Van Droogenbroeck:
M4Depth: A motion-based approach for monocular depth estimation on video sequences. CoRR abs/2105.09847 (2021) - [i33]Nicolas Vecoven, Damien Ernst, Guillaume Drion:
Warming-up recurrent neural networks to maximize reachable multi-stability greatly improves learning. CoRR abs/2106.01001 (2021) - [i32]Thibaut Théate, Antoine Wehenkel, Adrien Bolland, Gilles Louppe, Damien Ernst:
Distributional Reinforcement Learning with Unconstrained Monotonic Neural Networks. CoRR abs/2106.03228 (2021) - [i31]Antoine Dubois, Damien Ernst:
Computing Necessary Conditions for Near-Optimality in Capacity Expansion Planning Problems. CoRR abs/2109.14272 (2021) - 2020
- [c52]Vincent François-Lavet, Guillaume Rabusseau, Joelle Pineau, Damien Ernst, Raphael Fonteneau:
On Overfitting and Asymptotic Bias in Batch Reinforcement Learning with Partial Observability (Extended Abstract). IJCAI 2020: 5055-5059 - [i30]Ioannis Boukas, Damien Ernst, Thibaut Théate, Adrien Bolland, Alexandre Huynen, Martin Buchwald, Christelle Wynants, Bertrand Cornélusse:
A Deep Reinforcement Learning Framework for Continuous Intraday Market Bidding. CoRR abs/2004.05940 (2020) - [i29]Thibaut Théate, Damien Ernst:
An Application of Deep Reinforcement Learning to Algorithmic Trading. CoRR abs/2004.06627 (2020) - [i28]Adrien Bolland, Ioannis Boukas, François Cornet, Mathias Berger, Damien Ernst:
Learning optimal environments using projected stochastic gradient ascent. CoRR abs/2006.01738 (2020) - [i27]Nicolas Vecoven, Damien Ernst, Guillaume Drion:
A bio-inspired bistable recurrent cell allows for long-lasting memory. CoRR abs/2006.05252 (2020) - [i26]Thibaut Théate, Sébastien Mathieu, Damien Ernst:
An Artificial Intelligence Solution for Electricity Procurement in Forward Markets. CoRR abs/2006.05784 (2020) - [i25]Miguel Manuel de Villena, Sébastien Mathieu, Eric Vermeulen, Damien Ernst:
Allocation of locally generated electricity in renewable energy communities. CoRR abs/2009.05411 (2020) - [i24]David Radu, Mathias Berger, Antoine Dubois, Raphael Fonteneau, Hrvoje Pandzic, Yury Dvorkin, Quentin Louveaux, Damien Ernst:
Assessing the Economic Value of Renewable Resource Complementarity for Power Systems: an ENTSO-E Study. CoRR abs/2011.07514 (2020) - [i23]Pascal Leroy, Damien Ernst, Pierre Geurts, Gilles Louppe, Jonathan Pisane, Matthia Sabatelli:
QVMix and QVMix-Max: Extending the Deep Quality-Value Family of Algorithms to Cooperative Multi-Agent Reinforcement Learning. CoRR abs/2012.12062 (2020)
2010 – 2019
- 2019
- [j24]Vincent François-Lavet, Guillaume Rabusseau, Joelle Pineau, Damien Ernst, Raphael Fonteneau:
On Overfitting and Asymptotic Bias in Batch Reinforcement Learning with Partial Observability. J. Artif. Intell. Res. 65: 1-30 (2019) - [c51]David Vangulick, Bertrand Cornélusse, Damien Ernst:
Blockchain: A Novel Approach for the Consensus Algorithm Using Condorcet Voting Procedure. DAPPCON 2019: 1-10 - 2018
- [j23]Aivar Sootla, Alexandre Mauroy, Damien Ernst:
Optimal control formulation of pulse-based control using Koopman operator. Autom. 91: 217-224 (2018) - [j22]Aivar Sootla, Damien Ernst:
Pulse-Based Control Using Koopman Operator Under Parametric Uncertainty. IEEE Trans. Autom. Control. 63(3): 791-796 (2018) - [c50]Sebastien Mathieu, Frédéric Olivier, Damien Ernst, Bertrand Cornélusse:
Effect of voltage constraints on the exchange of flexibility services in distribution networks. ISGT 2018: 1-5 - [i22]Mathias Berger, Radu David, Raphael Fonteneau, Robin Henry, Mevludin Glavic, Xavier Fettweis, Marc Le Du, Patrick Panciatici, Lucian Balea, Damien Ernst:
Critical Time Windows for Renewable Resource Complementarity Assessment. CoRR abs/1812.02809 (2018) - [i21]David Radu, Mathias Berger, Raphaël Fonteneau, Simon Hardy, Xavier Fettweis, Marc Le Du, Patrick Panciatici, Lucian Balea, Damien Ernst:
Complementarity Assessment of South Greenland Katabatic Flows and West Europe Wind Regimes. CoRR abs/1812.02827 (2018) - [i20]Nicolas Vecoven, Damien Ernst, Guillaume Drion:
Introducing Neuromodulation in Deep Neural Networks to Learn Adaptive Behaviours. CoRR abs/1812.09113 (2018) - 2017
- [j21]Haroldo de Faria Jr., Mauricio G. C. Resende, Damien Ernst:
A biased random key genetic algorithm applied to the electric distribution network reconfiguration problem. J. Heuristics 23(6): 533-550 (2017) - [c49]Michael Castronovo, Vincent François-Lavet, Raphaël Fonteneau, Damien Ernst, Adrien Couëtoux:
Approximate Bayes Optimal Policy Search using Neural Networks. ICAART (2) 2017: 142-153 - [c48]Antoine Dubois, Antoine Wehenkel, Raphael Fonteneau, Frédéric Olivier, Damien Ernst:
An App-based Algorithmic Approach for Harvesting Local and Renewable Energy using Electric Vehicles. ICAART (1) 2017: 322-327 - [i19]Aivar Sootla, Alexandre Mauroy, Damien Ernst:
An Optimal Control Formulation of Pulse-Based Control Using Koopman Operator. CoRR abs/1707.08462 (2017) - [i18]Aivar Sootla, Damien Ernst:
Pulse-Based Control Using Koopman Operator Under Parametric Uncertainty. CoRR abs/1708.00232 (2017) - [i17]Vincent François-Lavet, Damien Ernst, Raphael Fonteneau:
On overfitting and asymptotic bias in batch reinforcement learning with partial observability. CoRR abs/1709.07796 (2017) - 2016
- [j20]Frédéric Olivier, Petros Aristidou, Damien Ernst, Thierry Van Cutsem:
Active Management of Low-Voltage Networks for Mitigating Overvoltages Due to Photovoltaic Units. IEEE Trans. Smart Grid 7(2): 926-936 (2016) - [c47]D. Taralla, Z. Qiu, Antonio Sutera, Raphaël Fonteneau, Damien Ernst:
Decision Making from Confidence Measurement on the Reward Growth using Supervised Learning - A Study Intended for Large-scale Video Games. ICAART (2) 2016: 264-271 - [c46]Sebastien Mathieu, Damien Ernst, Bertrand Cornélusse:
Agent-based analysis of dynamic access ranges to the distribution network. ISGT Europe 2016: 1-6 - [c45]Quentin Gemine, Bertrand Cornélusse, Mevludin Glavic, Raphaël Fonteneau, Damien Ernst:
A Gaussian mixture approach to model stochastic processes in power systems. PSCC 2016: 1-7 - [c44]E. Georges, Vincent Lemort, Bertrand Cornélusse, Damien Ernst, Quentin Louveaux, Sebastien Mathieu:
Direct control service from residential heat pump aggregation with specified payback. PSCC 2016: 1-7 - 2015
- [j19]Amaury Johnen, Damien Ernst, Christophe Geuzaine:
Sequential decision-making approach for quadrangular mesh generation. Eng. Comput. 31(4): 729-735 (2015) - [j18]Firas Safadi, Raphaël Fonteneau, Damien Ernst:
Artificial Intelligence in Video Games: Towards a Unified Framework. Int. J. Comput. Games Technol. 2015: 271296:1-271296:30 (2015) - [j17]Stijn Vandael, Bert Claessens, Damien Ernst, Tom Holvoet, Geert Deconinck:
Reinforcement Learning of Heuristic EV Fleet Charging in a Day-Ahead Electricity Market. IEEE Trans. Smart Grid 6(4): 1795-1805 (2015) - [c43]Samy Aittahar, Vincent François-Lavet, Stefan Lodeweyckx, Damien Ernst, Raphaël Fonteneau:
Imitative Learning for Online Planning in Microgrids. DARE 2015: 1-15 - [i16]Michael Castronovo, Damien Ernst, Adrien Couëtoux, Raphaël Fonteneau:
Benchmarking for Bayesian Reinforcement Learning. CoRR abs/1509.04064 (2015) - [i15]Vincent François-Lavet, Raphaël Fonteneau, Damien Ernst:
How to Discount Deep Reinforcement Learning: Towards New Dynamic Strategies. CoRR abs/1512.02011 (2015) - 2014
- [c42]Vincent François-Lavet, Raphaël Fonteneau, Damien Ernst:
Using approximate dynamic programming for estimating the revenues of a hydrogen-based high-capacity storage device. ADPRL 2014: 1-8 - [c41]Raphael Fonteneau, Damien Ernst, Bernard Boigelot, Quentin Louveaux:
Lipschitz robust control from off-policy trajectories. CDC 2014: 4924-4931 - [c40]Antonio Sutera, Arnaud Joly, Vincent François-Lavet, Zixiao Aaron Qiu, Gilles Louppe, Damien Ernst, Pierre Geurts:
Simple Connectome Inference from Partial Correlation Statistics in Calcium Imaging. Neural Connectomics 2014: 23-34 - [c39]Quentin Gemine, Damien Ernst, Quentin Louveaux, Bertrand Cornélusse:
Relaxations for multi-period optimal power flow problems with discrete decision variables. PSCC 2014: 1-7 - [c38]Sebastien Mathieu, Quentin Louveaux, Damien Ernst, Bertrand Cornélusse:
A quantitative analysis of the effect of flexible loads on reserve markets. PSCC 2014: 1-7 - [i14]Sebastien Mathieu, Quentin Louveaux, Damien Ernst, Bertrand Cornélusse:
A quantitative analysis of the effect of flexible loads on reserve markets. CoRR abs/1402.0362 (2014) - [i13]Quentin Gemine, Damien Ernst, Bertrand Cornélusse:
Active network management for electrical distribution systems: problem formulation and benchmark. CoRR abs/1405.2806 (2014) - [i12]Antonio Sutera, Arnaud Joly, Vincent François-Lavet, Zixiao Aaron Qiu, Gilles Louppe, Damien Ernst, Pierre Geurts:
Simple connectome inference from partial correlation statistics in calcium imaging. CoRR abs/1406.7865 (2014) - 2013
- [j16]Raphael Fonteneau, Susan A. Murphy, Louis Wehenkel, Damien Ernst:
Batch mode reinforcement learning based on the synthesis of artificial trajectories. Ann. Oper. Res. 208(1): 383-416 (2013) - [j15]Tobias Jung, Sylvain Martin, Mohamed Nassar, Damien Ernst, Guy Leduc:
Outbound SPIT filter with optimal performance guarantees. Comput. Networks 57(7): 1630-1643 (2013) - [j14]Boris Defourny, Damien Ernst, Louis Wehenkel:
Scenario Trees and Policy Selection for Multistage Stochastic Programming Using Machine Learning. INFORMS J. Comput. 25(3): 488-501 (2013) - [j13]Sébastien Bubeck, Damien Ernst, Aurélien Garivier:
Optimal discovery with probabilistic expert advice: finite time analysis and macroscopic optimality. J. Mach. Learn. Res. 14(1): 601-623 (2013) - [j12]Raphael Fonteneau, Susan A. Murphy, Louis Wehenkel, Damien Ernst:
Stratégies d'échantillonnage pour l'apprentissage par renforcement batch. Rev. d'Intelligence Artif. 27(2): 171-194 (2013) - [j11]Raphael Fonteneau, Damien Ernst, Bernard Boigelot, Quentin Louveaux:
Min Max Generalization for Deterministic Batch Mode Reinforcement Learning: Relaxation Schemes. SIAM J. Control. Optim. 51(5): 3355-3385 (2013) - [j10]Francis Maes, David Lupien St-Pierre, Damien Ernst:
Monte Carlo Search Algorithm Discovery for Single-Player Games. IEEE Trans. Comput. Intell. AI Games 5(3): 201-213 (2013) - [c37]Tobias Jung, Damien Ernst, Francis Maes:
Optimized look-ahead trees: Extensions to large and continuous action spaces. ADPRL 2013: 85-92 - [c36]Aivar Sootla, Natalja Strelkowa, Damien Ernst, Mauricio Barahona, Guy-Bart Stan:
On periodic reference tracking using batch-mode reinforcement learning with application to gene regulatory network control. CDC 2013: 4086-4091 - [c35]Sebastien Mathieu, Damien Ernst, Quentin Louveaux:
An efficient algorithm for the provision of a day-ahead modulation service by a load aggregator. ISGT Europe 2013: 1-5 - [i11]Aivar Sootla, Natalja Strelkowa, Damien Ernst, Mauricio Barahona, Guy-Bart Stan:
On Periodic Reference Tracking Using Batch-Mode Reinforcement Learning with Application to Gene Regulatory Network Control. CoRR abs/1303.2987 (2013) - [i10]Aivar Sootla, Natalja Strelkowa, Damien Ernst, Mauricio Barahona, Guy-Bart Stan:
Toggling a Genetic Switch Using Reinforcement Learning. CoRR abs/1303.3183 (2013) - 2012
- [j9]Alain Sarlette, Jing Dai, Yannick Phulpin, Damien Ernst:
Cooperative frequency control with a multi-terminal high-voltage DC network. Autom. 48(12): 3128-3134 (2012) - [c34]Tobias Jung, Sylvain Martin, Damien Ernst, Guy Leduc:
SPRT for SPIT: Using the Sequential Probability Ratio Test for Spam in VoIP Prevention. AIMS 2012: 74-85 - [c33]Sébastien Bubeck, Damien Ernst, Aurélien Garivier:
Optimal discovery with probabilistic expert advice. CDC 2012: 6808-6812 - [c32]Pierre Perick, David Lupien St-Pierre, Francis Maes, Damien Ernst:
Comparison of different selection strategies in Monte-Carlo Tree Search for the game of Tron. CIG 2012: 242-249 - [c31]Quentin Gemine, Firas Safadi, Raphael Fonteneau, Damien Ernst:
Imitative learning for real-time strategy games. CIG 2012: 424-429 - [c30]Francis Maes, Raphael Fonteneau, Louis Wehenkel, Damien Ernst:
Policy Search in a Space of Simple Closed-form Formulas: Towards Interpretability of Reinforcement Learning. Discovery Science 2012: 37-51 - [c29]Michael Castronovo, Francis Maes, Raphael Fonteneau, Damien Ernst:
Learning Exploration/Exploitation Strategies for Single Trajectory Reinforcement Learning. EWRL 2012: 1-10 - [c28]Francis Maes, Louis Wehenkel, Damien Ernst:
Learning to Play K-armed Bandit Problems. ICAART (1) 2012: 74-81 - [c27]Francis Maes, Louis Wehenkel, Damien Ernst:
Meta-learning of Exploration/Exploitation Strategies: The Multi-armed Bandit Case. ICAART (Revised Selected Papers) 2012: 100-115 - [c26]Tobias Jung, Sylvain Martin, Damien Ernst, Guy Leduc:
Contextual multi-armed bandits for web server defense. IJCNN 2012: 1-8 - [i9]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) - [i8]Tobias Jung, Sylvain Martin, Mohamed Nassar, Damien Ernst, Guy Leduc:
Outbound SPIT Filter with Optimal Performance Guarantees. CoRR abs/1201.6190 (2012) - [i7]Raphael Fonteneau, Damien Ernst, Bernard Boigelot, Quentin Louveaux:
Min Max Generalization for Deterministic Batch Mode Reinforcement Learning: Relaxation Schemes. CoRR abs/1202.5298 (2012) - [i6]Spyros Chatzivasileiadis, Damien Ernst, Göran Andersson:
The Global Grid. CoRR abs/1207.4096 (2012) - [i5]Francis Maes, Damien Ernst, Louis Wehenkel:
Meta-Learning of Exploration/Exploitation Strategies: The Multi-Armed Bandit Case. CoRR abs/1207.5208 (2012) - [i4]Sébastien Bubeck, Damien Ernst, Aurélien Garivier:
Optimal discovery with probabilistic expert advice: finite time analysis and macroscopic optimality. CoRR abs/1207.5259 (2012) - [i3]Francis Maes, David Lupien St-Pierre, Damien Ernst:
Monte Carlo Search Algorithm Discovery for One Player Games. CoRR abs/1208.4692 (2012) - [i2]Tobias Jung, Louis Wehenkel, Damien Ernst, Francis Maes:
Optimized Look-Ahead Tree Policies: A Bridge Between Look-Ahead Tree Policies and Direct Policy Search. CoRR abs/1208.4773 (2012) - 2011
- [j8]Raphael Fonteneau, Susan A. Murphy, Louis Wehenkel, Damien Ernst:
Estimation Monte Carlo sans modèle de politiques de décision. Rev. d'Intelligence Artif. 25(3): 321-343 (2011) - [j7]Lucian Busoniu, Damien Ernst, Bart De Schutter, Robert Babuska:
Cross-Entropy Optimization of Control Policies With Adaptive Basis Functions. IEEE Trans. Syst. Man Cybern. Part B 41(1): 196-209 (2011) - [c25]Lucian Busoniu, Damien Ernst, Bart De Schutter, Robert Babuska:
Approximate reinforcement learning: An overview. ADPRL 2011: 1-8 - [c24]Raphael Fonteneau, Susan A. Murphy, Louis Wehenkel, Damien Ernst:
Active exploration by searching for experiments that falsify the computed control policy. ADPRL 2011: 40-47 - [c23]Francis Maes, Louis Wehenkel, Damien Ernst:
Automatic Discovery of Ranking Formulas for Playing with Multi-armed Bandits. EWRL 2011: 5-17 - [c22]Francis Maes, Louis Wehenkel, Damien Ernst:
Optimized Look-ahead Tree Search Policies. EWRL 2011: 189-200 - [c21]Emmanuel Rachelson, François Schnitzler, Louis Wehenkel, Damien Ernst:
Optimal Sample Selection for Batch-mode Reinforcement Learning. ICAART (1) 2011: 41-50 - [c20]Yannick Phulpin, Jagabondhu Hazra, Damien Ernst:
Model predictive control of HVDC power flow to improve transient stability in power systems. SmartGridComm 2011: 593-598 - [i1]Sébastien Bubeck, Damien Ernst, Aurélien Garivier:
Optimal discovery with probabilistic expert advice. CoRR abs/1110.5447 (2011) - 2010
- [j6]Lucian Busoniu, Damien Ernst, Bart De Schutter, Robert Babuska:
Approximate dynamic programming with a fuzzy parameterization. Autom. 46(5): 804-814 (2010) - [c19]Lucian Busoniu, Damien Ernst, Bart De Schutter, Robert Babuska:
Online least-squares policy iteration for reinforcement learning control. ACC 2010: 486-491 - [c18]Raphael Fonteneau, Susan A. Murphy, Louis Wehenkel, Damien Ernst:
Towards Min Max Generalization in Reinforcement Learning. ICAART (Revised Selected Papers) 2010: 61-77 - [c17]Raphael Fonteneau, Susan A. Murphy, Louis Wehenkel, Damien Ernst:
A Cautious Approach to Generalization in Reinforcement Learning. ICAART (1) 2010: 64-73 - [c16]Wassim Jouini, Damien Ernst, Christophe Moy, Jacques Palicot:
Upper Confidence Bound Based Decision Making Strategies and Dynamic Spectrum Access. ICC 2010: 1-5 - [c15]Raphael Fonteneau, Susan A. Murphy, Louis Wehenkel, Damien Ernst:
Model-Free Monte Carlo-like Policy Evaluation. AISTATS 2010: 217-224
2000 – 2009
- 2009
- [j5]Damien Ernst, Mevludin Glavic, Florin Capitanescu, Louis Wehenkel:
Reinforcement Learning Versus Model Predictive Control: A Comparison on a Power System Problem. IEEE Trans. Syst. Man Cybern. Part B 39(2): 517-529 (2009) - [c14]Raphaël Fonteneau, Susan A. Murphy, Louis Wehenkel, Damien Ernst:
Inferring bounds on the performance of a control policy from a sample of trajectories. ADPRL 2009: 117-123 - [c13]Boris Defourny, Damien Ernst, Louis Wehenkel:
Planning under uncertainty, ensembles of disturbance trees and kernelized discrete action spaces. ADPRL 2009: 145-152 - [c12]Lucian Busoniu, Damien Ernst, Bart De Schutter, Robert Babuska:
Policy search with cross-entropy optimization of basis functions. ADPRL 2009: 153-160 - [c11]Yannick Phulpin, Miroslav Begovic, Marc Petit, Damien Ernst:
Decentralized Reactive Power Dispatch for a Time-Varying Multi-TSO System. HICSS 2009: 1-8 - [c10]Boris Defourny, Damien Ernst, Louis Wehenkel:
Bounds for Multistage Stochastic Programs Using Supervised Learning Strategies. SAGA 2009: 61-73 - 2008
- [c9]Boris Defourny, Damien Ernst, Louis Wehenkel:
Lazy Planning under Uncertainty by Optimizing Decisions on an Ensemble of Incomplete Disturbance Trees. EWRL 2008: 1-14 - [c8]Lucian Busoniu, Damien Ernst, Bart De Schutter, Robert Babuska:
Consistency of fuzzy model-based reinforcement learning. FUZZ-IEEE 2008: 518-524 - 2007
- [j4]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) - [c7]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 - [c6]Lucian Busoniu, Damien Ernst, Bart De Schutter, Robert Babuska:
Fuzzy Approximation for Convergent Model-Based Reinforcement Learning. FUZZ-IEEE 2007: 1-6 - 2006
- [j3]Pierre Geurts, Damien Ernst, Louis Wehenkel:
Extremely randomized trees. Mach. Learn. 63(1): 3-42 (2006) - [c5]Damien Ernst, Guy-Bart Stan, Jorge M. Gonçalves, Louis Wehenkel:
Clinical data based optimal STI strategies for HIV: a reinforcement learning approach. CDC 2006: 667-672 - [c4]Damien Ernst, Raphaël Marée, Louis Wehenkel:
Reinforcement Learning with Raw Image Pixels as Input State. IWICPAS 2006: 446-454 - 2005
- [j2]Damien Ernst, Pierre Geurts, Louis Wehenkel:
Tree-Based Batch Mode Reinforcement Learning. J. Mach. Learn. Res. 6: 503-556 (2005) - 2003
- [b1]Damien Ernst:
Near Optimal Closed-Loop Control. Application to Electric Power Systems. University of Liège, Belgium, 2003 - [c3]Damien Ernst, Pierre Geurts, Louis Wehenkel:
Iteratively Extending Time Horizon Reinforcement Learning. ECML 2003: 96-107 - 2001
- [j1]M. Ghandhari, Göran Andersson, M. Pavella, Damien Ernst:
A control strategy for controllable series capacitor in electric power systems. Autom. 37(10): 1575-1583 (2001) - [c2]Damien Ernst:
Reinforcement learning applied to power system oscillations damping. CDC 2001: 3043-3044 - 2000
- [c1]Christophe Druet, Damien Ernst, Louis Wehenkel:
Application of Reinforcement Learning to Electrical Power System Closed-Loop Emergency Control. PKDD 2000: 86-95
Coauthor Index
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