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BibTeX records: Damien Ernst
@article{DBLP:journals/access/BehbahaniJBE24, author = {Milad Rahimipour Behbahani and Alireza Jalilian and Alireza Bahmanyar and Damien Ernst}, title = {Comprehensive Review on Static and Dynamic Distribution Network Reconfiguration Methodologies}, journal = {{IEEE} Access}, volume = {12}, pages = {9510--9525}, year = {2024}, url = {https://doi.org/10.1109/ACCESS.2024.3350207}, doi = {10.1109/ACCESS.2024.3350207}, timestamp = {Sat, 10 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/access/BehbahaniJBE24.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsg/BoukasBSGPE24, author = {Ioannis Boukas and Elodie Burtin and Antonio Sutera and Quentin Gemine and Bernard Pevee and Damien Ernst}, title = {Exploiting the Flexibility Potential of Water Distribution Networks: {A} Pilot Project in Belgium}, journal = {{IEEE} Trans. Smart Grid}, volume = {15}, number = {1}, pages = {394--404}, year = {2024}, url = {https://doi.org/10.1109/TSG.2023.3272469}, doi = {10.1109/TSG.2023.3272469}, timestamp = {Sat, 13 Jan 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsg/BoukasBSGPE24.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2401-16321, author = {Samy Aittahar and Adrien Bolland and Guillaume Derval and Damien Ernst}, title = {Optimal Control of Renewable Energy Communities subject to Network Peak Fees with Model Predictive Control and Reinforcement Learning Algorithms}, journal = {CoRR}, volume = {abs/2401.16321}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2401.16321}, doi = {10.48550/ARXIV.2401.16321}, eprinttype = {arXiv}, eprint = {2401.16321}, timestamp = {Tue, 06 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2401-16321.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2402-00162, author = {Adrien Bolland and Gaspard Lambrechts and Damien Ernst}, title = {Behind the Myth of Exploration in Policy Gradients}, journal = {CoRR}, volume = {abs/2402.00162}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2402.00162}, doi = {10.48550/ARXIV.2402.00162}, eprinttype = {arXiv}, eprint = {2402.00162}, timestamp = {Fri, 09 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2402-00162.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/algorithms/TheateE23, author = {Thibaut Th{\'{e}}ate and Damien Ernst}, title = {Risk-Sensitive Policy with Distributional Reinforcement Learning}, journal = {Algorithms}, volume = {16}, number = {7}, pages = {325}, year = {2023}, url = {https://doi.org/10.3390/a16070325}, doi = {10.3390/A16070325}, timestamp = {Fri, 18 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/algorithms/TheateE23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/ijon/TheateWBLE23, author = {Thibaut Th{\'{e}}ate and Antoine Wehenkel and Adrien Bolland and Gilles Louppe and Damien Ernst}, title = {Distributional reinforcement learning with unconstrained monotonic neural networks}, journal = {Neurocomputing}, volume = {534}, pages = {199--219}, year = {2023}, url = {https://doi.org/10.1016/j.neucom.2023.02.049}, doi = {10.1016/J.NEUCOM.2023.02.049}, timestamp = {Thu, 13 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/ijon/TheateWBLE23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/nn/LambrechtsGVED23, author = {Gaspard Lambrechts and Florent De Geeter and Nicolas Vecoven and Damien Ernst and Guillaume Drion}, title = {Warming up recurrent neural networks to maximise reachable multistability greatly improves learning}, journal = {Neural Networks}, volume = {166}, pages = {645--669}, year = {2023}, url = {https://doi.org/10.1016/j.neunet.2023.07.023}, doi = {10.1016/J.NEUNET.2023.07.023}, timestamp = {Tue, 19 Sep 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/nn/LambrechtsGVED23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/isgteurope/DuboisE23, author = {Antoine Dubois and Damien Ernst}, title = {Impacts of spatial and temporal resolutions on the near-optimal spaces of energy system optimisation models}, booktitle = {{IEEE} {PES} Innovative Smart Grid Technologies Europe, {ISGT} {EUROPE} 2023, Grenoble, France, October 23-26, 2023}, pages = {1--5}, publisher = {{IEEE}}, year = {2023}, url = {https://doi.org/10.1109/ISGTEUROPE56780.2023.10408320}, doi = {10.1109/ISGTEUROPE56780.2023.10408320}, timestamp = {Sat, 24 Feb 2024 13:29:08 +0100}, biburl = {https://dblp.org/rec/conf/isgteurope/DuboisE23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/LeroyMPKE23, author = {Pascal Leroy and Pablo G. Morato and Jonathan Pisane and Athanasios Kolios and Damien Ernst}, editor = {Alice Oh and Tristan Naumann and Amir Globerson and Kate Saenko and Moritz Hardt and Sergey Levine}, title = {{IMP-MARL:} a Suite of Environments for Large-scale Infrastructure Management Planning via {MARL}}, booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023}, year = {2023}, url = {http://papers.nips.cc/paper\_files/paper/2023/hash/a7a7c0c92f195cce85f99768621ac6c0-Abstract-Datasets\_and\_Benchmarks.html}, timestamp = {Fri, 01 Mar 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/nips/LeroyMPKE23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2302-12654, author = {Antoine Dubois and Jonathan Dumas and Paolo Thiran and Gauthier Limpens and Damien Ernst}, title = {Multi-objective near-optimal necessary conditions for multi-sectoral planning}, journal = {CoRR}, volume = {abs/2302.12654}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2302.12654}, doi = {10.48550/ARXIV.2302.12654}, eprinttype = {arXiv}, eprint = {2302.12654}, timestamp = {Tue, 28 Feb 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2302-12654.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2305-06851, author = {Adrien Bolland and Gilles Louppe and Damien Ernst}, title = {Policy Gradient Algorithms Implicitly Optimize by Continuation}, journal = {CoRR}, volume = {abs/2305.06851}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2305.06851}, doi = {10.48550/ARXIV.2305.06851}, eprinttype = {arXiv}, eprint = {2305.06851}, timestamp = {Wed, 17 May 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2305-06851.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2306-03623, author = {Florent De Geeter and Damien Ernst and Guillaume Drion}, title = {Spike-based computation using classical recurrent neural networks}, journal = {CoRR}, volume = {abs/2306.03623}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2306.03623}, doi = {10.48550/ARXIV.2306.03623}, eprinttype = {arXiv}, eprint = {2306.03623}, timestamp = {Tue, 13 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2306-03623.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2306-11488, author = {Gaspard Lambrechts and Adrien Bolland and Damien Ernst}, title = {Informed {POMDP:} Leveraging Additional Information in Model-Based {RL}}, journal = {CoRR}, volume = {abs/2306.11488}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2306.11488}, doi = {10.48550/ARXIV.2306.11488}, eprinttype = {arXiv}, eprint = {2306.11488}, timestamp = {Fri, 23 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2306-11488.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2306-11551, author = {Pascal Leroy and Pablo G. Morato and Jonathan Pisane and Athanasios Kolios and Damien Ernst}, title = {{IMP-MARL:} a Suite of Environments for Large-scale Infrastructure Management Planning via {MARL}}, journal = {CoRR}, volume = {abs/2306.11551}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2306.11551}, doi = {10.48550/ARXIV.2306.11551}, eprinttype = {arXiv}, eprint = {2306.11551}, timestamp = {Fri, 23 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2306-11551.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/access/VillenaAMBVE22, author = {Miguel Manuel de Villena and Samy Aittahar and Sebastien Mathieu and Ioannis Boukas and Eric Vermeulen and Damien Ernst}, title = {Financial Optimization of Renewable Energy Communities Through Optimal Allocation of Locally Generated Electricity}, journal = {{IEEE} Access}, volume = {10}, pages = {77571--77586}, year = {2022}, url = {https://doi.org/10.1109/ACCESS.2022.3191804}, doi = {10.1109/ACCESS.2022.3191804}, timestamp = {Mon, 08 Aug 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/access/VillenaAMBVE22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jair/BollandBBE22, author = {Adrien Bolland and Ioannis Boukas and Mathias Berger and Damien Ernst}, title = {Jointly Learning Environments and Control Policies with Projected Stochastic Gradient Ascent}, journal = {J. Artif. Intell. Res.}, volume = {73}, pages = {117--171}, year = {2022}, url = {https://doi.org/10.1613/jair.1.13350}, doi = {10.1613/JAIR.1.13350}, timestamp = {Tue, 16 Aug 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jair/BollandBBE22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jossw/MiftariBDE22, author = {Bardhyl Miftari and Mathias Berger and Hatim Djelassi and Damien Ernst}, title = {{GBOML:} Graph-Based Optimization Modeling Language}, journal = {J. Open Source Softw.}, volume = {7}, number = {72}, pages = {4158}, year = {2022}, url = {https://doi.org/10.21105/joss.04158}, doi = {10.21105/JOSS.04158}, timestamp = {Fri, 04 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jossw/MiftariBDE22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/ol/BergerRDPDLE22, author = {Mathias Berger and David Radu and Antoine Dubois and Hrvoje Pandzic and Yury Dvorkin and Quentin Louveaux and Damien Ernst}, title = {Siting renewable power generation assets with combinatorial optimisation}, journal = {Optim. Lett.}, volume = {16}, number = {3}, pages = {877--907}, year = {2022}, url = {https://doi.org/10.1007/s11590-021-01795-0}, doi = {10.1007/S11590-021-01795-0}, timestamp = {Thu, 23 Jun 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/ol/BergerRDPDLE22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/sensors/FonderED22, author = {Micha{\"{e}}l Fonder and Damien Ernst and Marc Van Droogenbroeck}, title = {Parallax Inference for Robust Temporal Monocular Depth Estimation in Unstructured Environments}, journal = {Sensors}, volume = {22}, number = {23}, pages = {9374}, year = {2022}, url = {https://doi.org/10.3390/s22239374}, doi = {10.3390/S22239374}, timestamp = {Tue, 31 Jan 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/sensors/FonderED22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tmlr/LambrechtsBE22, author = {Gaspard Lambrechts and Adrien Bolland and Damien Ernst}, title = {Recurrent networks, hidden states and beliefs in partially observable environments}, journal = {Trans. Mach. Learn. Res.}, volume = {2022}, year = {2022}, url = {https://openreview.net/forum?id=dkHfV3wB2l}, timestamp = {Fri, 19 May 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tmlr/LambrechtsBE22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2201-02463, author = {Florian Merchie and Damien Ernst}, title = {Churn prediction in online gambling}, journal = {CoRR}, volume = {abs/2201.02463}, year = {2022}, url = {https://arxiv.org/abs/2201.02463}, eprinttype = {arXiv}, eprint = {2201.02463}, timestamp = {Mon, 10 Jan 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2201-02463.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2207-05059, author = {Amina Benzerga and Alireza Bahmanyar and Damien Ernst}, title = {Optimal Connection Phase Selection of Residential Distributed Energy Resources and its Impact on Aggregated Demand}, journal = {CoRR}, volume = {abs/2207.05059}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2207.05059}, doi = {10.48550/ARXIV.2207.05059}, eprinttype = {arXiv}, eprint = {2207.05059}, timestamp = {Wed, 13 Jul 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2207-05059.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2208-03520, author = {Gaspard Lambrechts and Adrien Bolland and Damien Ernst}, title = {Recurrent networks, hidden states and beliefs in partially observable environments}, journal = {CoRR}, volume = {abs/2208.03520}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2208.03520}, doi = {10.48550/ARXIV.2208.03520}, eprinttype = {arXiv}, eprint = {2208.03520}, timestamp = {Wed, 10 Aug 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2208-03520.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2211-11886, author = {Pascal Leroy and Jonathan Pisane and Damien Ernst}, title = {Value-based {CTDE} Methods in Symmetric Two-team Markov Game: from Cooperation to Team Competition}, journal = {CoRR}, volume = {abs/2211.11886}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2211.11886}, doi = {10.48550/ARXIV.2211.11886}, eprinttype = {arXiv}, eprint = {2211.11886}, timestamp = {Thu, 24 Nov 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2211-11886.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2212-14743, author = {Thibaut Th{\'{e}}ate and Damien Ernst}, title = {Risk-Sensitive Policy with Distributional Reinforcement Learning}, journal = {CoRR}, volume = {abs/2212.14743}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2212.14743}, doi = {10.48550/ARXIV.2212.14743}, eprinttype = {arXiv}, eprint = {2212.14743}, timestamp = {Sun, 08 Jan 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2212-14743.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/eswa/TheateE21, author = {Thibaut Th{\'{e}}ate and Damien Ernst}, title = {An application of deep reinforcement learning to algorithmic trading}, journal = {Expert Syst. Appl.}, volume = {173}, pages = {114632}, year = {2021}, url = {https://doi.org/10.1016/j.eswa.2021.114632}, doi = {10.1016/J.ESWA.2021.114632}, timestamp = {Wed, 19 May 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/eswa/TheateE21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/ml/BoukasETBHBWC21, author = {Ioannis Boukas and Damien Ernst and Thibaut Th{\'{e}}ate and Adrien Bolland and Alexandre Huynen and Martin Buchwald and Christelle Wynants and Bertrand Corn{\'{e}}lusse}, title = {A deep reinforcement learning framework for continuous intraday market bidding}, journal = {Mach. Learn.}, volume = {110}, number = {9}, pages = {2335--2387}, year = {2021}, url = {https://doi.org/10.1007/s10994-021-06020-8}, doi = {10.1007/S10994-021-06020-8}, timestamp = {Thu, 14 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/ml/BoukasETBHBWC21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/simpa/HenryE21, author = {Robin Henry and Damien Ernst}, title = {Gym-ANM: Open-source software to leverage reinforcement learning for power system management in research and education}, journal = {Softw. Impacts}, volume = {9}, pages = {100092}, year = {2021}, url = {https://doi.org/10.1016/j.simpa.2021.100092}, doi = {10.1016/J.SIMPA.2021.100092}, timestamp = {Tue, 16 Aug 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/simpa/HenryE21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/atal/MocanuMPCNGEV21, author = {Decebal Constantin Mocanu and Elena Mocanu and Tiago Pinto and Selima Curci and Phuong H. Nguyen and Madeleine Gibescu and Damien Ernst and Zita A. Vale}, editor = {Frank Dignum and Alessio Lomuscio and Ulle Endriss and Ann Now{\'{e}}}, title = {Sparse Training Theory for Scalable and Efficient Agents}, booktitle = {{AAMAS} '21: 20th International Conference on Autonomous Agents and Multiagent Systems, Virtual Event, United Kingdom, May 3-7, 2021}, pages = {34--38}, publisher = {{ACM}}, year = {2021}, url = {https://www.ifaamas.org/Proceedings/aamas2021/pdfs/p34.pdf}, doi = {10.5555/3463952.3463960}, timestamp = {Wed, 20 Jul 2022 17:03:47 +0200}, biburl = {https://dblp.org/rec/conf/atal/MocanuMPCNGEV21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/isgteurope/MarulliMBSE21, author = {Daniele Marulli and S{\'{e}}bastien Mathieu and Amina Benzerga and Antonio Sutera and Damien Ernst}, title = {Reconstruction of Low-Voltage Networks with Limited Observability}, booktitle = {{IEEE} {PES} Innovative Smart Grid Technologies Europe, {ISGT} Europe 2021, Espoo, Finland, October 18-21, 2021}, pages = {1--5}, publisher = {{IEEE}}, year = {2021}, url = {https://doi.org/10.1109/ISGTEurope52324.2021.9640163}, doi = {10.1109/ISGTEUROPE52324.2021.9640163}, timestamp = {Thu, 06 Jan 2022 08:58:28 +0100}, biburl = {https://dblp.org/rec/conf/isgteurope/MarulliMBSE21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2102-11375, author = {Mathias Berger and David Radu and Ghislain Detienne and Thierry Deschuyteneer and Aurore Richel and Damien Ernst}, title = {Remote Renewable Hubs For Carbon-Neutral Synthetic Fuel Production}, journal = {CoRR}, volume = {abs/2102.11375}, year = {2021}, url = {https://arxiv.org/abs/2102.11375}, eprinttype = {arXiv}, eprint = {2102.11375}, timestamp = {Wed, 24 Feb 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2102-11375.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2103-01636, author = {Decebal Constantin Mocanu and Elena Mocanu and Tiago Pinto and Selima Curci and Phuong H. Nguyen and Madeleine Gibescu and Damien Ernst and Zita A. Vale}, title = {Sparse Training Theory for Scalable and Efficient Agents}, journal = {CoRR}, volume = {abs/2103.01636}, year = {2021}, url = {https://arxiv.org/abs/2103.01636}, eprinttype = {arXiv}, eprint = {2103.01636}, timestamp = {Sun, 02 Oct 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2103-01636.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2103-07932, author = {Robin Henry and Damien Ernst}, title = {Gym-ANM: Reinforcement Learning Environments for Active Network Management Tasks in Electricity Distribution Systems}, journal = {CoRR}, volume = {abs/2103.07932}, year = {2021}, url = {https://arxiv.org/abs/2103.07932}, eprinttype = {arXiv}, eprint = {2103.07932}, timestamp = {Tue, 23 Mar 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2103-07932.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2104-05792, author = {David Radu and Antoine Dubois and Mathias Berger and Damien Ernst}, title = {Model Reduction in Capacity Expansion Planning Problems via Renewable Generation Site Selection}, journal = {CoRR}, volume = {abs/2104.05792}, year = {2021}, url = {https://arxiv.org/abs/2104.05792}, eprinttype = {arXiv}, eprint = {2104.05792}, timestamp = {Mon, 19 Apr 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2104-05792.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2105-08846, author = {Robin Henry and Damien Ernst}, title = {Gym-ANM: Open-source software to leverage reinforcement learning for power system management in research and education}, journal = {CoRR}, volume = {abs/2105.08846}, year = {2021}, url = {https://arxiv.org/abs/2105.08846}, eprinttype = {arXiv}, eprint = {2105.08846}, timestamp = {Mon, 31 May 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2105-08846.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2105-09847, author = {Micha{\"{e}}l Fonder and Damien Ernst and Marc Van Droogenbroeck}, title = {M4Depth: {A} motion-based approach for monocular depth estimation on video sequences}, journal = {CoRR}, volume = {abs/2105.09847}, year = {2021}, url = {https://arxiv.org/abs/2105.09847}, eprinttype = {arXiv}, eprint = {2105.09847}, timestamp = {Mon, 31 May 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2105-09847.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2106-01001, author = {Nicolas Vecoven and Damien Ernst and Guillaume Drion}, title = {Warming-up recurrent neural networks to maximize reachable multi-stability greatly improves learning}, journal = {CoRR}, volume = {abs/2106.01001}, year = {2021}, url = {https://arxiv.org/abs/2106.01001}, eprinttype = {arXiv}, eprint = {2106.01001}, timestamp = {Wed, 09 Jun 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2106-01001.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2106-03228, author = {Thibaut Th{\'{e}}ate and Antoine Wehenkel and Adrien Bolland and Gilles Louppe and Damien Ernst}, title = {Distributional Reinforcement Learning with Unconstrained Monotonic Neural Networks}, journal = {CoRR}, volume = {abs/2106.03228}, year = {2021}, url = {https://arxiv.org/abs/2106.03228}, eprinttype = {arXiv}, eprint = {2106.03228}, timestamp = {Thu, 14 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2106-03228.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2109-14272, author = {Antoine Dubois and Damien Ernst}, title = {Computing Necessary Conditions for Near-Optimality in Capacity Expansion Planning Problems}, journal = {CoRR}, volume = {abs/2109.14272}, year = {2021}, url = {https://arxiv.org/abs/2109.14272}, eprinttype = {arXiv}, eprint = {2109.14272}, timestamp = {Mon, 04 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2109-14272.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ijcai/Francois-LavetR20, author = {Vincent Fran{\c{c}}ois{-}Lavet and Guillaume Rabusseau and Joelle Pineau and Damien Ernst and Raphael Fonteneau}, editor = {Christian Bessiere}, title = {On Overfitting and Asymptotic Bias in Batch Reinforcement Learning with Partial Observability (Extended Abstract)}, booktitle = {Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, {IJCAI} 2020}, pages = {5055--5059}, publisher = {ijcai.org}, year = {2020}, url = {https://doi.org/10.24963/ijcai.2020/706}, doi = {10.24963/IJCAI.2020/706}, timestamp = {Mon, 20 Jul 2020 12:38:52 +0200}, biburl = {https://dblp.org/rec/conf/ijcai/Francois-LavetR20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2004-05940, author = {Ioannis Boukas and Damien Ernst and Thibaut Th{\'{e}}ate and Adrien Bolland and Alexandre Huynen and Martin Buchwald and Christelle Wynants and Bertrand Corn{\'{e}}lusse}, title = {A Deep Reinforcement Learning Framework for Continuous Intraday Market Bidding}, journal = {CoRR}, volume = {abs/2004.05940}, year = {2020}, url = {https://arxiv.org/abs/2004.05940}, eprinttype = {arXiv}, eprint = {2004.05940}, timestamp = {Tue, 14 Apr 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2004-05940.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2004-06627, author = {Thibaut Th{\'{e}}ate and Damien Ernst}, title = {An Application of Deep Reinforcement Learning to Algorithmic Trading}, journal = {CoRR}, volume = {abs/2004.06627}, year = {2020}, url = {https://arxiv.org/abs/2004.06627}, eprinttype = {arXiv}, eprint = {2004.06627}, timestamp = {Sat, 23 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2004-06627.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2006-01738, author = {Adrien Bolland and Ioannis Boukas and Fran{\c{c}}ois Cornet and Mathias Berger and Damien Ernst}, title = {Learning optimal environments using projected stochastic gradient ascent}, journal = {CoRR}, volume = {abs/2006.01738}, year = {2020}, url = {https://arxiv.org/abs/2006.01738}, eprinttype = {arXiv}, eprint = {2006.01738}, timestamp = {Mon, 08 Jun 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2006-01738.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2006-05252, author = {Nicolas Vecoven and Damien Ernst and Guillaume Drion}, title = {A bio-inspired bistable recurrent cell allows for long-lasting memory}, journal = {CoRR}, volume = {abs/2006.05252}, year = {2020}, url = {https://arxiv.org/abs/2006.05252}, eprinttype = {arXiv}, eprint = {2006.05252}, timestamp = {Fri, 12 Jun 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2006-05252.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2006-05784, author = {Thibaut Th{\'{e}}ate and S{\'{e}}bastien Mathieu and Damien Ernst}, title = {An Artificial Intelligence Solution for Electricity Procurement in Forward Markets}, journal = {CoRR}, volume = {abs/2006.05784}, year = {2020}, url = {https://arxiv.org/abs/2006.05784}, eprinttype = {arXiv}, eprint = {2006.05784}, timestamp = {Sat, 23 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2006-05784.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2009-05411, author = {Miguel Manuel de Villena and S{\'{e}}bastien Mathieu and Eric Vermeulen and Damien Ernst}, title = {Allocation of locally generated electricity in renewable energy communities}, journal = {CoRR}, volume = {abs/2009.05411}, year = {2020}, url = {https://arxiv.org/abs/2009.05411}, eprinttype = {arXiv}, eprint = {2009.05411}, timestamp = {Thu, 17 Sep 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2009-05411.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2011-07514, author = {David Radu and Mathias Berger and Antoine Dubois and Raphael Fonteneau and Hrvoje Pandzic and Yury Dvorkin and Quentin Louveaux and Damien Ernst}, title = {Assessing the Economic Value of Renewable Resource Complementarity for Power Systems: an {ENTSO-E} Study}, journal = {CoRR}, volume = {abs/2011.07514}, year = {2020}, url = {https://arxiv.org/abs/2011.07514}, eprinttype = {arXiv}, eprint = {2011.07514}, timestamp = {Wed, 24 Feb 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2011-07514.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2012-12062, author = {Pascal Leroy and Damien Ernst and Pierre Geurts and Gilles Louppe and Jonathan Pisane and Matthia Sabatelli}, title = {QVMix and QVMix-Max: Extending the Deep Quality-Value Family of Algorithms to Cooperative Multi-Agent Reinforcement Learning}, journal = {CoRR}, volume = {abs/2012.12062}, year = {2020}, url = {https://arxiv.org/abs/2012.12062}, eprinttype = {arXiv}, eprint = {2012.12062}, timestamp = {Thu, 14 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2012-12062.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jair/Francois-LavetR19, author = {Vincent Fran{\c{c}}ois{-}Lavet and Guillaume Rabusseau and Joelle Pineau and Damien Ernst and Raphael Fonteneau}, title = {On Overfitting and Asymptotic Bias in Batch Reinforcement Learning with Partial Observability}, journal = {J. Artif. Intell. Res.}, volume = {65}, pages = {1--30}, year = {2019}, url = {https://doi.org/10.1613/jair.1.11478}, doi = {10.1613/JAIR.1.11478}, timestamp = {Tue, 21 May 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jair/Francois-LavetR19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/dappcon/VangulickCE19, author = {David Vangulick and Bertrand Corn{\'{e}}lusse and Damien Ernst}, title = {Blockchain: {A} Novel Approach for the Consensus Algorithm Using Condorcet Voting Procedure}, booktitle = {{IEEE} International Conference on Decentralized Applications and Infrastructures, {DAPPCON} 2019, Newark, CA, USA, April 4-9, 2019}, pages = {1--10}, publisher = {{IEEE}}, year = {2019}, url = {https://doi.org/10.1109/DAPPCON.2019.00011}, doi = {10.1109/DAPPCON.2019.00011}, timestamp = {Wed, 16 Oct 2019 14:14:48 +0200}, biburl = {https://dblp.org/rec/conf/dappcon/VangulickCE19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/automatica/SootlaME18, author = {Aivar Sootla and Alexandre Mauroy and Damien Ernst}, title = {Optimal control formulation of pulse-based control using Koopman operator}, journal = {Autom.}, volume = {91}, pages = {217--224}, year = {2018}, url = {https://doi.org/10.1016/j.automatica.2018.01.036}, doi = {10.1016/J.AUTOMATICA.2018.01.036}, timestamp = {Thu, 20 Feb 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/automatica/SootlaME18.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tac/SootlaE18, author = {Aivar Sootla and Damien Ernst}, title = {Pulse-Based Control Using Koopman Operator Under Parametric Uncertainty}, journal = {{IEEE} Trans. Autom. Control.}, volume = {63}, number = {3}, pages = {791--796}, year = {2018}, url = {https://doi.org/10.1109/TAC.2017.2736941}, doi = {10.1109/TAC.2017.2736941}, timestamp = {Wed, 20 May 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tac/SootlaE18.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/isgt/MathieuOEC18, author = {Sebastien Mathieu and Fr{\'{e}}d{\'{e}}ric Olivier and Damien Ernst and Bertrand Corn{\'{e}}lusse}, title = {Effect of voltage constraints on the exchange of flexibility services in distribution networks}, booktitle = {2018 {IEEE} Power {\&} Energy Society Innovative Smart Grid Technologies Conference, {ISGT} 2018, Washington, DC, USA, February 19-22, 2018}, pages = {1--5}, publisher = {{IEEE}}, year = {2018}, url = {https://doi.org/10.1109/ISGT.2018.8403328}, doi = {10.1109/ISGT.2018.8403328}, timestamp = {Wed, 16 Oct 2019 14:14:57 +0200}, biburl = {https://dblp.org/rec/conf/isgt/MathieuOEC18.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1812-02809, author = {Mathias Berger and Radu David and Raphael Fonteneau and Robin Henry and Mevludin Glavic and Xavier Fettweis and Marc Le Du and Patrick Panciatici and Lucian Balea and Damien Ernst}, title = {Critical Time Windows for Renewable Resource Complementarity Assessment}, journal = {CoRR}, volume = {abs/1812.02809}, year = {2018}, url = {http://arxiv.org/abs/1812.02809}, eprinttype = {arXiv}, eprint = {1812.02809}, timestamp = {Thu, 03 Jan 2019 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1812-02809.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1812-02827, author = {David Radu and Mathias Berger and Rapha{\"{e}}l Fonteneau and Simon Hardy and Xavier Fettweis and Marc Le Du and Patrick Panciatici and Lucian Balea and Damien Ernst}, title = {Complementarity Assessment of South Greenland Katabatic Flows and West Europe Wind Regimes}, journal = {CoRR}, volume = {abs/1812.02827}, year = {2018}, url = {http://arxiv.org/abs/1812.02827}, eprinttype = {arXiv}, eprint = {1812.02827}, timestamp = {Wed, 24 Feb 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1812-02827.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1812-09113, author = {Nicolas Vecoven and Damien Ernst and Guillaume Drion}, title = {Introducing Neuromodulation in Deep Neural Networks to Learn Adaptive Behaviours}, journal = {CoRR}, volume = {abs/1812.09113}, year = {2018}, url = {http://arxiv.org/abs/1812.09113}, eprinttype = {arXiv}, eprint = {1812.09113}, timestamp = {Wed, 02 Jan 2019 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1812-09113.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/heuristics/FariaRE17, author = {Haroldo de Faria Jr. and Mauricio G. C. Resende and Damien Ernst}, title = {A biased random key genetic algorithm applied to the electric distribution network reconfiguration problem}, journal = {J. Heuristics}, volume = {23}, number = {6}, pages = {533--550}, year = {2017}, url = {https://doi.org/10.1007/s10732-017-9355-8}, doi = {10.1007/S10732-017-9355-8}, timestamp = {Sat, 04 Sep 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/heuristics/FariaRE17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icaart/CastronovoFFEC17, author = {Michael Castronovo and Vincent Fran{\c{c}}ois{-}Lavet and Rapha{\"{e}}l Fonteneau and Damien Ernst and Adrien Cou{\"{e}}toux}, editor = {H. Jaap van den Herik and Ana Paula Rocha and Joaquim Filipe}, title = {Approximate Bayes Optimal Policy Search using Neural Networks}, booktitle = {Proceedings of the 9th International Conference on Agents and Artificial Intelligence, {ICAART} 2017, Volume 2, Porto, Portugal, February 24-26, 2017}, pages = {142--153}, publisher = {SciTePress}, year = {2017}, url = {https://doi.org/10.5220/0006191701420153}, doi = {10.5220/0006191701420153}, timestamp = {Wed, 14 Jun 2017 14:14:15 +0200}, biburl = {https://dblp.org/rec/conf/icaart/CastronovoFFEC17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icaart/DuboisWFOE17, author = {Antoine Dubois and Antoine Wehenkel and Raphael Fonteneau and Fr{\'{e}}d{\'{e}}ric Olivier and Damien Ernst}, editor = {H. Jaap van den Herik and Ana Paula Rocha and Joaquim Filipe}, title = {An App-based Algorithmic Approach for Harvesting Local and Renewable Energy using Electric Vehicles}, booktitle = {Proceedings of the 9th International Conference on Agents and Artificial Intelligence, {ICAART} 2017, Volume 1, Porto, Portugal, February 24-26, 2017}, pages = {322--327}, publisher = {SciTePress}, year = {2017}, url = {https://doi.org/10.5220/0006250803220327}, doi = {10.5220/0006250803220327}, timestamp = {Thu, 14 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icaart/DuboisWFOE17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/SootlaME17, author = {Aivar Sootla and Alexandre Mauroy and Damien Ernst}, title = {An Optimal Control Formulation of Pulse-Based Control Using Koopman Operator}, journal = {CoRR}, volume = {abs/1707.08462}, year = {2017}, url = {http://arxiv.org/abs/1707.08462}, eprinttype = {arXiv}, eprint = {1707.08462}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/SootlaME17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1708-00232, author = {Aivar Sootla and Damien Ernst}, title = {Pulse-Based Control Using Koopman Operator Under Parametric Uncertainty}, journal = {CoRR}, volume = {abs/1708.00232}, year = {2017}, url = {http://arxiv.org/abs/1708.00232}, eprinttype = {arXiv}, eprint = {1708.00232}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1708-00232.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1709-07796, author = {Vincent Fran{\c{c}}ois{-}Lavet and Damien Ernst and Raphael Fonteneau}, title = {On overfitting and asymptotic bias in batch reinforcement learning with partial observability}, journal = {CoRR}, volume = {abs/1709.07796}, year = {2017}, url = {http://arxiv.org/abs/1709.07796}, eprinttype = {arXiv}, eprint = {1709.07796}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1709-07796.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsg/OlivierAEC16, author = {Fr{\'{e}}d{\'{e}}ric Olivier and Petros Aristidou and Damien Ernst and Thierry Van Cutsem}, title = {Active Management of Low-Voltage Networks for Mitigating Overvoltages Due to Photovoltaic Units}, journal = {{IEEE} Trans. Smart Grid}, volume = {7}, number = {2}, pages = {926--936}, year = {2016}, url = {https://doi.org/10.1109/TSG.2015.2410171}, doi = {10.1109/TSG.2015.2410171}, timestamp = {Sun, 02 Jun 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tsg/OlivierAEC16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icaart/TarallaQSFE16, author = {D. Taralla and Z. Qiu and Antonio Sutera and Rapha{\"{e}}l Fonteneau and Damien Ernst}, editor = {H. Jaap van den Herik and Joaquim Filipe}, title = {Decision Making from Confidence Measurement on the Reward Growth using Supervised Learning - {A} Study Intended for Large-scale Video Games}, booktitle = {Proceedings of the 8th International Conference on Agents and Artificial Intelligence {(ICAART} 2016), Volume 2, Rome, Italy, February 24-26, 2016}, pages = {264--271}, publisher = {SciTePress}, year = {2016}, url = {https://doi.org/10.5220/0005666202640271}, doi = {10.5220/0005666202640271}, timestamp = {Wed, 21 Apr 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icaart/TarallaQSFE16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/isgteurope/MathieuEC16, author = {Sebastien Mathieu and Damien Ernst and Bertrand Corn{\'{e}}lusse}, title = {Agent-based analysis of dynamic access ranges to the distribution network}, booktitle = {{IEEE} {PES} Innovative Smart Grid Technologies Conference Europe, ISGT-Europe 2016, Ljubljana, Slovenia, October 9-12, 2016}, pages = {1--6}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/ISGTEurope.2016.7856191}, doi = {10.1109/ISGTEUROPE.2016.7856191}, timestamp = {Wed, 21 Apr 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/isgteurope/MathieuEC16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/pscc/GemineCGFE16, author = {Quentin Gemine and Bertrand Corn{\'{e}}lusse and Mevludin Glavic and Rapha{\"{e}}l Fonteneau and Damien Ernst}, title = {A Gaussian mixture approach to model stochastic processes in power systems}, booktitle = {Power Systems Computation Conference, {PSCC} 2016, Genoa, Italy, June 20-24, 2016}, pages = {1--7}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/PSCC.2016.7540921}, doi = {10.1109/PSCC.2016.7540921}, timestamp = {Wed, 16 Oct 2019 14:14:49 +0200}, biburl = {https://dblp.org/rec/conf/pscc/GemineCGFE16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/pscc/GeorgesLCELM16, author = {E. Georges and Vincent Lemort and Bertrand Corn{\'{e}}lusse and Damien Ernst and Quentin Louveaux and Sebastien Mathieu}, title = {Direct control service from residential heat pump aggregation with specified payback}, booktitle = {Power Systems Computation Conference, {PSCC} 2016, Genoa, Italy, June 20-24, 2016}, pages = {1--7}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/PSCC.2016.7540835}, doi = {10.1109/PSCC.2016.7540835}, timestamp = {Wed, 28 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/pscc/GeorgesLCELM16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/ewc/JohnenEG15, author = {Amaury Johnen and Damien Ernst and Christophe Geuzaine}, title = {Sequential decision-making approach for quadrangular mesh generation}, journal = {Eng. Comput.}, volume = {31}, number = {4}, pages = {729--735}, year = {2015}, url = {https://doi.org/10.1007/s00366-014-0383-9}, doi = {10.1007/S00366-014-0383-9}, timestamp = {Thu, 16 Jul 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/ewc/JohnenEG15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/ijcgt/SafadiFE15, author = {Firas Safadi and Rapha{\"{e}}l Fonteneau and Damien Ernst}, title = {Artificial Intelligence in Video Games: Towards a Unified Framework}, journal = {Int. J. Comput. Games Technol.}, volume = {2015}, pages = {271296:1--271296:30}, year = {2015}, url = {https://doi.org/10.1155/2015/271296}, doi = {10.1155/2015/271296}, timestamp = {Thu, 09 Apr 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/ijcgt/SafadiFE15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsg/VandaelCEHD15, author = {Stijn Vandael and Bert Claessens and Damien Ernst and Tom Holvoet and Geert Deconinck}, title = {Reinforcement Learning of Heuristic {EV} Fleet Charging in a Day-Ahead Electricity Market}, journal = {{IEEE} Trans. Smart Grid}, volume = {6}, number = {4}, pages = {1795--1805}, year = {2015}, url = {https://doi.org/10.1109/TSG.2015.2393059}, doi = {10.1109/TSG.2015.2393059}, timestamp = {Fri, 27 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsg/VandaelCEHD15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/pkdd/AittaharFLEF15, author = {Samy Aittahar and Vincent Fran{\c{c}}ois{-}Lavet and Stefan Lodeweyckx and Damien Ernst and Rapha{\"{e}}l Fonteneau}, editor = {Wei Lee Woon and Zeyar Aung and Stuart E. Madnick}, title = {Imitative Learning for Online Planning in Microgrids}, booktitle = {Data Analytics for Renewable Energy Integration - Third {ECML} {PKDD} Workshop, {DARE} 2015, Porto, Portugal, September 11, 2015. Revised Selected Papers}, series = {Lecture Notes in Computer Science}, volume = {9518}, pages = {1--15}, publisher = {Springer}, year = {2015}, url = {https://doi.org/10.1007/978-3-319-27430-0\_1}, doi = {10.1007/978-3-319-27430-0\_1}, timestamp = {Tue, 14 May 2019 10:00:47 +0200}, biburl = {https://dblp.org/rec/conf/pkdd/AittaharFLEF15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/CastronovoECF15, author = {Michael Castronovo and Damien Ernst and Adrien Cou{\"{e}}toux and Rapha{\"{e}}l Fonteneau}, title = {Benchmarking for Bayesian Reinforcement Learning}, journal = {CoRR}, volume = {abs/1509.04064}, year = {2015}, url = {http://arxiv.org/abs/1509.04064}, eprinttype = {arXiv}, eprint = {1509.04064}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/CastronovoECF15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/Francois-LavetF15, author = {Vincent Fran{\c{c}}ois{-}Lavet and Rapha{\"{e}}l Fonteneau and Damien Ernst}, title = {How to Discount Deep Reinforcement Learning: Towards New Dynamic Strategies}, journal = {CoRR}, volume = {abs/1512.02011}, year = {2015}, url = {http://arxiv.org/abs/1512.02011}, eprinttype = {arXiv}, eprint = {1512.02011}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/Francois-LavetF15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/adprl/Francois-LavetFE14, author = {Vincent Fran{\c{c}}ois{-}Lavet and Rapha{\"{e}}l Fonteneau and Damien Ernst}, title = {Using approximate dynamic programming for estimating the revenues of a hydrogen-based high-capacity storage device}, booktitle = {2014 {IEEE} Symposium on Adaptive Dynamic Programming and Reinforcement Learning, {ADPRL} 2014, Orlando, FL, USA, December 9-12, 2014}, pages = {1--8}, publisher = {{IEEE}}, year = {2014}, url = {https://doi.org/10.1109/ADPRL.2014.7010624}, doi = {10.1109/ADPRL.2014.7010624}, timestamp = {Wed, 16 Oct 2019 14:14:48 +0200}, biburl = {https://dblp.org/rec/conf/adprl/Francois-LavetFE14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/cdc/FonteneauEBL14, author = {Raphael Fonteneau and Damien Ernst and Bernard Boigelot and Quentin Louveaux}, title = {Lipschitz robust control from off-policy trajectories}, booktitle = {53rd {IEEE} Conference on Decision and Control, {CDC} 2014, Los Angeles, CA, USA, December 15-17, 2014}, pages = {4924--4931}, publisher = {{IEEE}}, year = {2014}, url = {https://doi.org/10.1109/CDC.2014.7040158}, doi = {10.1109/CDC.2014.7040158}, timestamp = {Fri, 04 Mar 2022 13:29:15 +0100}, biburl = {https://dblp.org/rec/conf/cdc/FonteneauEBL14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ecml/SuteraJFQLEG14, author = {Antonio Sutera and Arnaud Joly and Vincent Fran{\c{c}}ois{-}Lavet and Zixiao Aaron Qiu and Gilles Louppe and Damien Ernst and Pierre Geurts}, title = {Simple Connectome Inference from Partial Correlation Statistics in Calcium Imaging}, booktitle = {Proceedings of the Neural Connectomics Workshop at {ECML} 2014, Porto, Portugal, September 7, 2015}, series = {{JMLR} Workshop and Conference Proceedings}, volume = {46}, pages = {23--34}, publisher = {JMLR.org}, year = {2014}, url = {http://proceedings.mlr.press/v46/sutera15.html}, timestamp = {Wed, 29 May 2019 08:41:47 +0200}, biburl = {https://dblp.org/rec/conf/ecml/SuteraJFQLEG14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/pscc/GemineELC14, author = {Quentin Gemine and Damien Ernst and Quentin Louveaux and Bertrand Corn{\'{e}}lusse}, title = {Relaxations for multi-period optimal power flow problems with discrete decision variables}, booktitle = {2014 Power Systems Computation Conference, Wroc{\l}aw, Poland, August 18-22, 2014}, pages = {1--7}, publisher = {{IEEE}}, year = {2014}, url = {https://doi.org/10.1109/PSCC.2014.7038396}, doi = {10.1109/PSCC.2014.7038396}, timestamp = {Wed, 16 Oct 2019 14:14:49 +0200}, biburl = {https://dblp.org/rec/conf/pscc/GemineELC14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/pscc/MathieuLEC14, author = {Sebastien Mathieu and Quentin Louveaux and Damien Ernst and Bertrand Corn{\'{e}}lusse}, title = {A quantitative analysis of the effect of flexible loads on reserve markets}, booktitle = {2014 Power Systems Computation Conference, Wroc{\l}aw, Poland, August 18-22, 2014}, pages = {1--7}, publisher = {{IEEE}}, year = {2014}, url = {https://doi.org/10.1109/PSCC.2014.7038428}, doi = {10.1109/PSCC.2014.7038428}, timestamp = {Mon, 05 Jun 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/pscc/MathieuLEC14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/MathieuLEC14, author = {Sebastien Mathieu and Quentin Louveaux and Damien Ernst and Bertrand Corn{\'{e}}lusse}, title = {A quantitative analysis of the effect of flexible loads on reserve markets}, journal = {CoRR}, volume = {abs/1402.0362}, year = {2014}, url = {http://arxiv.org/abs/1402.0362}, eprinttype = {arXiv}, eprint = {1402.0362}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/MathieuLEC14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/GemineEC14, author = {Quentin Gemine and Damien Ernst and Bertrand Corn{\'{e}}lusse}, title = {Active network management for electrical distribution systems: problem formulation and benchmark}, journal = {CoRR}, volume = {abs/1405.2806}, year = {2014}, url = {http://arxiv.org/abs/1405.2806}, eprinttype = {arXiv}, eprint = {1405.2806}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/GemineEC14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/SuteraJFQLEG14, author = {Antonio Sutera and Arnaud Joly and Vincent Fran{\c{c}}ois{-}Lavet and Zixiao Aaron Qiu and Gilles Louppe and Damien Ernst and Pierre Geurts}, title = {Simple connectome inference from partial correlation statistics in calcium imaging}, journal = {CoRR}, volume = {abs/1406.7865}, year = {2014}, url = {http://arxiv.org/abs/1406.7865}, eprinttype = {arXiv}, eprint = {1406.7865}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/SuteraJFQLEG14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/anor/FonteneauMWE13, author = {Raphael Fonteneau and Susan A. Murphy and Louis Wehenkel and Damien Ernst}, title = {Batch mode reinforcement learning based on the synthesis of artificial trajectories}, journal = {Ann. Oper. Res.}, volume = {208}, number = {1}, pages = {383--416}, year = {2013}, url = {https://doi.org/10.1007/s10479-012-1248-5}, doi = {10.1007/S10479-012-1248-5}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/anor/FonteneauMWE13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/cn/JungMNEL13, author = {Tobias Jung and Sylvain Martin and Mohamed Nassar and Damien Ernst and Guy Leduc}, title = {Outbound {SPIT} filter with optimal performance guarantees}, journal = {Comput. Networks}, volume = {57}, number = {7}, pages = {1630--1643}, year = {2013}, url = {https://doi.org/10.1016/j.comnet.2013.02.013}, doi = {10.1016/J.COMNET.2013.02.013}, timestamp = {Wed, 19 Feb 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/cn/JungMNEL13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/informs/DefournyEW13, author = {Boris Defourny and Damien Ernst and Louis Wehenkel}, title = {Scenario Trees and Policy Selection for Multistage Stochastic Programming Using Machine Learning}, journal = {{INFORMS} J. Comput.}, volume = {25}, number = {3}, pages = {488--501}, year = {2013}, url = {https://doi.org/10.1287/ijoc.1120.0516}, doi = {10.1287/IJOC.1120.0516}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/informs/DefournyEW13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/BubeckEG13, author = {S{\'{e}}bastien Bubeck and Damien Ernst and Aur{\'{e}}lien Garivier}, title = {Optimal discovery with probabilistic expert advice: finite time analysis and macroscopic optimality}, journal = {J. Mach. Learn. Res.}, volume = {14}, number = {1}, pages = {601--623}, year = {2013}, url = {https://dl.acm.org/doi/10.5555/2567709.2502599}, doi = {10.5555/2567709.2502599}, timestamp = {Thu, 02 Jun 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/BubeckEG13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/ria/FonteneauMWE13, author = {Raphael Fonteneau and Susan A. Murphy and Louis Wehenkel and Damien Ernst}, title = {Strat{\'{e}}gies d'{\'{e}}chantillonnage pour l'apprentissage par renforcement batch}, journal = {Rev. d'Intelligence Artif.}, volume = {27}, number = {2}, pages = {171--194}, year = {2013}, url = {https://doi.org/10.3166/ria.27.171-194}, doi = {10.3166/RIA.27.171-194}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/ria/FonteneauMWE13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/siamco/FonteneauEBL13, author = {Raphael Fonteneau and Damien Ernst and Bernard Boigelot and Quentin Louveaux}, title = {Min Max Generalization for Deterministic Batch Mode Reinforcement Learning: Relaxation Schemes}, journal = {{SIAM} J. Control. Optim.}, volume = {51}, number = {5}, pages = {3355--3385}, year = {2013}, url = {https://doi.org/10.1137/120867263}, doi = {10.1137/120867263}, timestamp = {Thu, 09 Jul 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/siamco/FonteneauEBL13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tciaig/MaesSE13, author = {Francis Maes and David Lupien St{-}Pierre and Damien Ernst}, title = {Monte Carlo Search Algorithm Discovery for Single-Player Games}, journal = {{IEEE} Trans. Comput. Intell. {AI} Games}, volume = {5}, number = {3}, pages = {201--213}, year = {2013}, url = {https://doi.org/10.1109/TCIAIG.2013.2239295}, doi = {10.1109/TCIAIG.2013.2239295}, timestamp = {Wed, 13 May 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tciaig/MaesSE13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/adprl/JungEM13, author = {Tobias Jung and Damien Ernst and Francis Maes}, title = {Optimized look-ahead trees: Extensions to large and continuous action spaces}, booktitle = {Proceedings of the 2013 {IEEE} Symposium on Adaptive Dynamic Programming and Reinforcement Learning, {ADPRL} 2013, {IEEE} Symposium Series on Computational Intelligence (SSCI), 16-19 April 2013, Singapore}, pages = {85--92}, publisher = {{IEEE}}, year = {2013}, url = {https://doi.org/10.1109/ADPRL.2013.6614993}, doi = {10.1109/ADPRL.2013.6614993}, timestamp = {Wed, 16 Oct 2019 14:14:48 +0200}, biburl = {https://dblp.org/rec/conf/adprl/JungEM13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/cdc/SootlaSEBS13, author = {Aivar Sootla and Natalja Strelkowa and Damien Ernst and Mauricio Barahona and Guy{-}Bart Stan}, title = {On periodic reference tracking using batch-mode reinforcement learning with application to gene regulatory network control}, booktitle = {Proceedings of the 52nd {IEEE} Conference on Decision and Control, {CDC} 2013, Florence, Italy, December 10-13, 2013}, pages = {4086--4091}, publisher = {{IEEE}}, year = {2013}, url = {https://doi.org/10.1109/CDC.2013.6760515}, doi = {10.1109/CDC.2013.6760515}, timestamp = {Fri, 04 Mar 2022 13:29:02 +0100}, biburl = {https://dblp.org/rec/conf/cdc/SootlaSEBS13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/isgteurope/MathieuEL13, author = {Sebastien Mathieu and Damien Ernst and Quentin Louveaux}, title = {An efficient algorithm for the provision of a day-ahead modulation service by a load aggregator}, booktitle = {4th {IEEE} {PES} Innovative Smart Grid Technologies Europe, {ISGT} Europe 2013, Lyngby, Denmark, October 6-9, 2013}, pages = {1--5}, publisher = {{IEEE}}, year = {2013}, url = {https://doi.org/10.1109/ISGTEurope.2013.6695247}, doi = {10.1109/ISGTEUROPE.2013.6695247}, timestamp = {Wed, 16 Oct 2019 14:14:48 +0200}, biburl = {https://dblp.org/rec/conf/isgteurope/MathieuEL13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1303-2987, author = {Aivar Sootla and Natalja Strelkowa and Damien Ernst and Mauricio Barahona and Guy{-}Bart Stan}, title = {On Periodic Reference Tracking Using Batch-Mode Reinforcement Learning with Application to Gene Regulatory Network Control}, journal = {CoRR}, volume = {abs/1303.2987}, year = {2013}, url = {http://arxiv.org/abs/1303.2987}, eprinttype = {arXiv}, eprint = {1303.2987}, timestamp = {Mon, 03 Jan 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1303-2987.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1303-3183, author = {Aivar Sootla and Natalja Strelkowa and Damien Ernst and Mauricio Barahona and Guy{-}Bart Stan}, title = {Toggling a Genetic Switch Using Reinforcement Learning}, journal = {CoRR}, volume = {abs/1303.3183}, year = {2013}, url = {http://arxiv.org/abs/1303.3183}, eprinttype = {arXiv}, eprint = {1303.3183}, timestamp = {Mon, 03 Jan 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1303-3183.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/automatica/SarletteDPE12, author = {Alain Sarlette and Jing Dai and Yannick Phulpin and Damien Ernst}, title = {Cooperative frequency control with a multi-terminal high-voltage {DC} network}, journal = {Autom.}, volume = {48}, number = {12}, pages = {3128--3134}, year = {2012}, url = {https://doi.org/10.1016/j.automatica.2012.08.017}, doi = {10.1016/J.AUTOMATICA.2012.08.017}, timestamp = {Thu, 20 Feb 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/automatica/SarletteDPE12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/aims/JungMEL12, author = {Tobias Jung and Sylvain Martin and Damien Ernst and Guy Leduc}, editor = {Ramin Sadre and Jiri Novotn{\'{y}} and Pavel Celeda and Martin Waldburger and Burkhard Stiller}, title = {{SPRT} for {SPIT:} Using the Sequential Probability Ratio Test for Spam in VoIP Prevention}, booktitle = {Dependable Networks and Services - 6th {IFIP} {WG} 6.6 International Conference on Autonomous Infrastructure, Management, and Security, {AIMS} 2012, Luxembourg, Luxembourg, June 4-8, 2012. Proceedings}, series = {Lecture Notes in Computer Science}, volume = {7279}, pages = {74--85}, publisher = {Springer}, year = {2012}, url = {https://doi.org/10.1007/978-3-642-30633-4\_10}, doi = {10.1007/978-3-642-30633-4\_10}, timestamp = {Tue, 14 May 2019 10:00:35 +0200}, biburl = {https://dblp.org/rec/conf/aims/JungMEL12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/cdc/BubeckEG12, author = {S{\'{e}}bastien Bubeck and Damien Ernst and Aur{\'{e}}lien Garivier}, title = {Optimal discovery with probabilistic expert advice}, booktitle = {Proceedings of the 51th {IEEE} Conference on Decision and Control, {CDC} 2012, December 10-13, 2012, Maui, HI, {USA}}, pages = {6808--6812}, publisher = {{IEEE}}, year = {2012}, url = {https://doi.org/10.1109/CDC.2012.6426724}, doi = {10.1109/CDC.2012.6426724}, timestamp = {Fri, 04 Mar 2022 13:28:47 +0100}, biburl = {https://dblp.org/rec/conf/cdc/BubeckEG12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/cig/PerickSME12, author = {Pierre Perick and David Lupien St{-}Pierre and Francis Maes and Damien Ernst}, title = {Comparison of different selection strategies in Monte-Carlo Tree Search for the game of Tron}, booktitle = {2012 {IEEE} Conference on Computational Intelligence and Games, {CIG} 2012, Granada, Spain, September 11-14, 2012}, pages = {242--249}, publisher = {{IEEE}}, year = {2012}, url = {https://doi.org/10.1109/CIG.2012.6374162}, doi = {10.1109/CIG.2012.6374162}, timestamp = {Wed, 16 Oct 2019 14:14:56 +0200}, biburl = {https://dblp.org/rec/conf/cig/PerickSME12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/cig/GemineSFE12, author = {Quentin Gemine and Firas Safadi and Raphael Fonteneau and Damien Ernst}, title = {Imitative learning for real-time strategy games}, booktitle = {2012 {IEEE} Conference on Computational Intelligence and Games, {CIG} 2012, Granada, Spain, September 11-14, 2012}, pages = {424--429}, publisher = {{IEEE}}, year = {2012}, url = {https://doi.org/10.1109/CIG.2012.6374186}, doi = {10.1109/CIG.2012.6374186}, timestamp = {Tue, 23 May 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/cig/GemineSFE12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/dis/MaesFWE12, author = {Francis Maes and Raphael Fonteneau and Louis Wehenkel and Damien Ernst}, editor = {Jean{-}Gabriel Ganascia and Philippe Lenca and Jean{-}Marc Petit}, title = {Policy Search in a Space of Simple Closed-form Formulas: Towards Interpretability of Reinforcement Learning}, booktitle = {Discovery Science - 15th International Conference, {DS} 2012, Lyon, France, October 29-31, 2012. Proceedings}, series = {Lecture Notes in Computer Science}, volume = {7569}, pages = {37--51}, publisher = {Springer}, year = {2012}, url = {https://doi.org/10.1007/978-3-642-33492-4\_6}, doi = {10.1007/978-3-642-33492-4\_6}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/dis/MaesFWE12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ewrl/CastronovoMFE12, author = {Michael Castronovo and Francis Maes and Raphael Fonteneau and Damien Ernst}, editor = {Marc Peter Deisenroth and Csaba Szepesv{\'{a}}ri and Jan Peters}, title = {Learning Exploration/Exploitation Strategies for Single Trajectory Reinforcement Learning}, booktitle = {Proceedings of the Tenth European Workshop on Reinforcement Learning, {EWRL} 2012, Edinburgh, Scotland, UK, June, 2012}, series = {{JMLR} Proceedings}, volume = {24}, pages = {1--10}, publisher = {JMLR.org}, year = {2012}, url = {http://proceedings.mlr.press/v24/castronovo12a.html}, timestamp = {Wed, 29 May 2019 08:41:44 +0200}, biburl = {https://dblp.org/rec/conf/ewrl/CastronovoMFE12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icaart/MaesWE12, author = {Francis Maes and Louis Wehenkel and Damien Ernst}, editor = {Joaquim Filipe and Ana L. N. Fred}, title = {Learning to Play K-armed Bandit Problems}, booktitle = {{ICAART} 2012 - Proceedings of the 4th International Conference on Agents and Artificial Intelligence, Volume 1 - Artificial Intelligence, Vilamoura, Algarve, Portugal, 6-8 February, 2012}, pages = {74--81}, publisher = {SciTePress}, year = {2012}, timestamp = {Thu, 03 May 2012 17:45:15 +0200}, biburl = {https://dblp.org/rec/conf/icaart/MaesWE12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icaart/MaesWE12a, author = {Francis Maes and Louis Wehenkel and Damien Ernst}, editor = {Joaquim Filipe and Ana L. N. Fred}, title = {Meta-learning of Exploration/Exploitation Strategies: The Multi-armed Bandit Case}, booktitle = {Agents and Artificial Intelligence - 4th International Conference, {ICAART} 2012, Vilamoura, Portugal, February 6-8, 2012. Revised Selected Papers}, series = {Communications in Computer and Information Science}, volume = {358}, pages = {100--115}, publisher = {Springer}, year = {2012}, url = {https://doi.org/10.1007/978-3-642-36907-0\_7}, doi = {10.1007/978-3-642-36907-0\_7}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icaart/MaesWE12a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ijcnn/JungMEL12, author = {Tobias Jung and Sylvain Martin and Damien Ernst and Guy Leduc}, title = {Contextual multi-armed bandits for web server defense}, booktitle = {The 2012 International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia, June 10-15, 2012}, pages = {1--8}, publisher = {{IEEE}}, year = {2012}, url = {https://doi.org/10.1109/IJCNN.2012.6252760}, doi = {10.1109/IJCNN.2012.6252760}, timestamp = {Wed, 16 Oct 2019 14:14:55 +0200}, biburl = {https://dblp.org/rec/conf/ijcnn/JungMEL12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1201-6181, author = {Tobias Jung and Sylvain Martin and Damien Ernst and Guy Leduc}, title = {Contextual Multi-armed Bandits for the Prevention of Spam in VoIP Networks}, journal = {CoRR}, volume = {abs/1201.6181}, year = {2012}, url = {http://arxiv.org/abs/1201.6181}, eprinttype = {arXiv}, eprint = {1201.6181}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1201-6181.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1201-6190, author = {Tobias Jung and Sylvain Martin and Mohamed Nassar and Damien Ernst and Guy Leduc}, title = {Outbound {SPIT} Filter with Optimal Performance Guarantees}, journal = {CoRR}, volume = {abs/1201.6190}, year = {2012}, url = {http://arxiv.org/abs/1201.6190}, eprinttype = {arXiv}, eprint = {1201.6190}, timestamp = {Fri, 12 Jul 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1201-6190.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1202-5298, author = {Raphael Fonteneau and Damien Ernst and Bernard Boigelot and Quentin Louveaux}, title = {Min Max Generalization for Deterministic Batch Mode Reinforcement Learning: Relaxation Schemes}, journal = {CoRR}, volume = {abs/1202.5298}, year = {2012}, url = {http://arxiv.org/abs/1202.5298}, eprinttype = {arXiv}, eprint = {1202.5298}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1202-5298.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1207-4096, author = {Spyros Chatzivasileiadis and Damien Ernst and G{\"{o}}ran Andersson}, title = {The Global Grid}, journal = {CoRR}, volume = {abs/1207.4096}, year = {2012}, url = {http://arxiv.org/abs/1207.4096}, eprinttype = {arXiv}, eprint = {1207.4096}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1207-4096.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1207-5208, author = {Francis Maes and Damien Ernst and Louis Wehenkel}, title = {Meta-Learning of Exploration/Exploitation Strategies: The Multi-Armed Bandit Case}, journal = {CoRR}, volume = {abs/1207.5208}, year = {2012}, url = {http://arxiv.org/abs/1207.5208}, eprinttype = {arXiv}, eprint = {1207.5208}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1207-5208.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1207-5259, author = {S{\'{e}}bastien Bubeck and Damien Ernst and Aur{\'{e}}lien Garivier}, title = {Optimal discovery with probabilistic expert advice: finite time analysis and macroscopic optimality}, journal = {CoRR}, volume = {abs/1207.5259}, year = {2012}, url = {http://arxiv.org/abs/1207.5259}, eprinttype = {arXiv}, eprint = {1207.5259}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1207-5259.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1208-4692, author = {Francis Maes and David Lupien St{-}Pierre and Damien Ernst}, title = {Monte Carlo Search Algorithm Discovery for One Player Games}, journal = {CoRR}, volume = {abs/1208.4692}, year = {2012}, url = {http://arxiv.org/abs/1208.4692}, eprinttype = {arXiv}, eprint = {1208.4692}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1208-4692.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1208-4773, author = {Tobias Jung and Louis Wehenkel and Damien Ernst and Francis Maes}, title = {Optimized Look-Ahead Tree Policies: {A} Bridge Between Look-Ahead Tree Policies and Direct Policy Search}, journal = {CoRR}, volume = {abs/1208.4773}, year = {2012}, url = {http://arxiv.org/abs/1208.4773}, eprinttype = {arXiv}, eprint = {1208.4773}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1208-4773.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/ria/FonteneauMWE11, author = {Raphael Fonteneau and Susan A. Murphy and Louis Wehenkel and Damien Ernst}, title = {Estimation Monte Carlo sans mod{\`{e}}le de politiques de d{\'{e}}cision}, journal = {Rev. d'Intelligence Artif.}, volume = {25}, number = {3}, pages = {321--343}, year = {2011}, url = {https://doi.org/10.3166/ria.25.321-343}, doi = {10.3166/RIA.25.321-343}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/ria/FonteneauMWE11.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsmc/BusoniuESB11, author = {Lucian Busoniu and Damien Ernst and Bart De Schutter and Robert Babuska}, title = {Cross-Entropy Optimization of Control Policies With Adaptive Basis Functions}, journal = {{IEEE} Trans. Syst. Man Cybern. Part {B}}, volume = {41}, number = {1}, pages = {196--209}, year = {2011}, url = {https://doi.org/10.1109/TSMCB.2010.2050586}, doi = {10.1109/TSMCB.2010.2050586}, timestamp = {Mon, 15 Jun 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tsmc/BusoniuESB11.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/adprl/BusoniuESB11, author = {Lucian Busoniu and Damien Ernst and Bart De Schutter and Robert Babuska}, title = {Approximate reinforcement learning: An overview}, booktitle = {2011 {IEEE} Symposium on Adaptive Dynamic Programming And Reinforcement Learning, {ADPRL} 2011, Paris, France, April 12-14, 2011}, pages = {1--8}, publisher = {{IEEE}}, year = {2011}, url = {https://doi.org/10.1109/ADPRL.2011.5967353}, doi = {10.1109/ADPRL.2011.5967353}, timestamp = {Sat, 31 Jul 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/adprl/BusoniuESB11.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/adprl/FonteneauMWE11, author = {Raphael Fonteneau and Susan A. Murphy and Louis Wehenkel and Damien Ernst}, title = {Active exploration by searching for experiments that falsify the computed control policy}, booktitle = {2011 {IEEE} Symposium on Adaptive Dynamic Programming And Reinforcement Learning, {ADPRL} 2011, Paris, France, April 12-14, 2011}, pages = {40--47}, publisher = {{IEEE}}, year = {2011}, url = {https://doi.org/10.1109/ADPRL.2011.5967364}, doi = {10.1109/ADPRL.2011.5967364}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/adprl/FonteneauMWE11.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ewrl/MaesWE11, author = {Francis Maes and Louis Wehenkel and Damien Ernst}, editor = {Scott Sanner and Marcus Hutter}, title = {Automatic Discovery of Ranking Formulas for Playing with Multi-armed Bandits}, booktitle = {Recent Advances in Reinforcement Learning - 9th European Workshop, {EWRL} 2011, Athens, Greece, September 9-11, 2011, Revised Selected Papers}, series = {Lecture Notes in Computer Science}, volume = {7188}, pages = {5--17}, publisher = {Springer}, year = {2011}, url = {https://doi.org/10.1007/978-3-642-29946-9\_5}, doi = {10.1007/978-3-642-29946-9\_5}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/ewrl/MaesWE11.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ewrl/MaesWE11a, author = {Francis Maes and Louis Wehenkel and Damien Ernst}, editor = {Scott Sanner and Marcus Hutter}, title = {Optimized Look-ahead Tree Search Policies}, booktitle = {Recent Advances in Reinforcement Learning - 9th European Workshop, {EWRL} 2011, Athens, Greece, September 9-11, 2011, Revised Selected Papers}, series = {Lecture Notes in Computer Science}, volume = {7188}, pages = {189--200}, publisher = {Springer}, year = {2011}, url = {https://doi.org/10.1007/978-3-642-29946-9\_20}, doi = {10.1007/978-3-642-29946-9\_20}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/ewrl/MaesWE11a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icaart/RachelsonSWE11, author = {Emmanuel Rachelson and Fran{\c{c}}ois Schnitzler and Louis Wehenkel and Damien Ernst}, editor = {Joaquim Filipe and Ana L. N. Fred}, title = {Optimal Sample Selection for Batch-mode Reinforcement Learning}, booktitle = {{ICAART} 2011 - Proceedings of the 3rd International Conference on Agents and Artificial Intelligence, Volume 1 - Artificial Intelligence, Rome, Italy, January 28-30, 2011}, pages = {41--50}, publisher = {SciTePress}, year = {2011}, timestamp = {Thu, 07 Jul 2011 22:16:28 +0200}, biburl = {https://dblp.org/rec/conf/icaart/RachelsonSWE11.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/smartgridcomm/PhulpinHE11, author = {Yannick Phulpin and Jagabondhu Hazra and Damien Ernst}, title = {Model predictive control of {HVDC} power flow to improve transient stability in power systems}, booktitle = {{IEEE} Second International Conference on Smart Grid Communications, SmartGridComm 2011, Brussels, Belgium, October 17-20, 2011}, pages = {593--598}, publisher = {{IEEE}}, year = {2011}, url = {https://doi.org/10.1109/SmartGridComm.2011.6102391}, doi = {10.1109/SMARTGRIDCOMM.2011.6102391}, timestamp = {Mon, 22 Jun 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/smartgridcomm/PhulpinHE11.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1110-5447, author = {S{\'{e}}bastien Bubeck and Damien Ernst and Aur{\'{e}}lien Garivier}, title = {Optimal discovery with probabilistic expert advice}, journal = {CoRR}, volume = {abs/1110.5447}, year = {2011}, url = {http://arxiv.org/abs/1110.5447}, eprinttype = {arXiv}, eprint = {1110.5447}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1110-5447.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/automatica/BusoniuESB10, author = {Lucian Busoniu and Damien Ernst and Bart De Schutter and Robert Babuska}, title = {Approximate dynamic programming with a fuzzy parameterization}, journal = {Autom.}, volume = {46}, number = {5}, pages = {804--814}, year = {2010}, url = {https://doi.org/10.1016/j.automatica.2010.02.006}, doi = {10.1016/J.AUTOMATICA.2010.02.006}, timestamp = {Wed, 16 Mar 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/automatica/BusoniuESB10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/amcc/BusoniuESB10, author = {Lucian Busoniu and Damien Ernst and Bart De Schutter and Robert Babuska}, title = {Online least-squares policy iteration for reinforcement learning control}, booktitle = {American Control Conference, {ACC} 2010, Baltimore, Maryland, USA, June 30 - July 2, 2010}, pages = {486--491}, publisher = {{IEEE}}, year = {2010}, url = {https://doi.org/10.1109/ACC.2010.5530856}, doi = {10.1109/ACC.2010.5530856}, timestamp = {Sun, 08 Aug 2021 01:40:56 +0200}, biburl = {https://dblp.org/rec/conf/amcc/BusoniuESB10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icaart/FonteneauMWE10a, author = {Raphael Fonteneau and Susan A. Murphy and Louis Wehenkel and Damien Ernst}, editor = {Joaquim Filipe and Ana L. N. Fred and Bernadette Sharp}, title = {Towards Min Max Generalization in Reinforcement Learning}, booktitle = {Agents and Artificial Intelligence - Second International Conference, {ICAART} 2010, Valencia, Spain, January 22-24, 2010. Revised Selected Papers}, series = {Communications in Computer and Information Science}, volume = {129}, pages = {61--77}, publisher = {Springer}, year = {2010}, url = {https://doi.org/10.1007/978-3-642-19890-8\_5}, doi = {10.1007/978-3-642-19890-8\_5}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icaart/FonteneauMWE10a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icaart/FonteneauMWE10, author = {Raphael Fonteneau and Susan A. Murphy and Louis Wehenkel and Damien Ernst}, editor = {Joaquim Filipe and Ana L. N. Fred and Bernadette Sharp}, title = {A Cautious Approach to Generalization in Reinforcement Learning}, booktitle = {{ICAART} 2010 - Proceedings of the International Conference on Agents and Artificial Intelligence, Volume 1 - Artificial Intelligence, Valencia, Spain, January 22-24, 2010}, pages = {64--73}, publisher = {{INSTICC} Press}, year = {2010}, timestamp = {Wed, 03 Mar 2010 08:01:07 +0100}, biburl = {https://dblp.org/rec/conf/icaart/FonteneauMWE10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icc/JouiniEMP10, author = {Wassim Jouini and Damien Ernst and Christophe Moy and Jacques Palicot}, title = {Upper Confidence Bound Based Decision Making Strategies and Dynamic Spectrum Access}, booktitle = {Proceedings of {IEEE} International Conference on Communications, {ICC} 2010, Cape Town, South Africa, 23-27 May 2010}, pages = {1--5}, publisher = {{IEEE}}, year = {2010}, url = {https://doi.org/10.1109/ICC.2010.5502014}, doi = {10.1109/ICC.2010.5502014}, timestamp = {Sat, 04 Sep 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icc/JouiniEMP10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:journals/jmlr/FonteneauMWE10, author = {Raphael Fonteneau and Susan A. Murphy and Louis Wehenkel and Damien Ernst}, editor = {Yee Whye Teh and D. Mike Titterington}, title = {Model-Free Monte Carlo-like Policy Evaluation}, booktitle = {Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics, {AISTATS} 2010, Chia Laguna Resort, Sardinia, Italy, May 13-15, 2010}, series = {{JMLR} Proceedings}, volume = {9}, pages = {217--224}, publisher = {JMLR.org}, year = {2010}, url = {http://proceedings.mlr.press/v9/fonteneau10a.html}, timestamp = {Wed, 29 May 2019 08:41:44 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/FonteneauMWE10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsmc/ErnstGCW09, author = {Damien Ernst and Mevludin Glavic and Florin Capitanescu and Louis Wehenkel}, title = {Reinforcement Learning Versus Model Predictive Control: {A} Comparison on a Power System Problem}, journal = {{IEEE} Trans. Syst. Man Cybern. Part {B}}, volume = {39}, number = {2}, pages = {517--529}, year = {2009}, url = {https://doi.org/10.1109/TSMCB.2008.2007630}, doi = {10.1109/TSMCB.2008.2007630}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tsmc/ErnstGCW09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/adprl/FonteneauMWE09, author = {Rapha{\"{e}}l Fonteneau and Susan A. Murphy and Louis Wehenkel and Damien Ernst}, title = {Inferring bounds on the performance of a control policy from a sample of trajectories}, booktitle = {{IEEE} Symposium on Adaptive Dynamic Programming and Reinforcement Learning, {ADPRL} 2009, Nashville, TN, USA, March 31 - April 1, 2009}, pages = {117--123}, publisher = {{IEEE}}, year = {2009}, url = {https://doi.org/10.1109/ADPRL.2009.4927534}, doi = {10.1109/ADPRL.2009.4927534}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/adprl/FonteneauMWE09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/adprl/DefournyEW09, author = {Boris Defourny and Damien Ernst and Louis Wehenkel}, title = {Planning under uncertainty, ensembles of disturbance trees and kernelized discrete action spaces}, booktitle = {{IEEE} Symposium on Adaptive Dynamic Programming and Reinforcement Learning, {ADPRL} 2009, Nashville, TN, USA, March 31 - April 1, 2009}, pages = {145--152}, publisher = {{IEEE}}, year = {2009}, url = {https://doi.org/10.1109/ADPRL.2009.4927538}, doi = {10.1109/ADPRL.2009.4927538}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/adprl/DefournyEW09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/adprl/BusoniuESB09, author = {Lucian Busoniu and Damien Ernst and Bart De Schutter and Robert Babuska}, title = {Policy search with cross-entropy optimization of basis functions}, booktitle = {{IEEE} Symposium on Adaptive Dynamic Programming and Reinforcement Learning, {ADPRL} 2009, Nashville, TN, USA, March 31 - April 1, 2009}, pages = {153--160}, publisher = {{IEEE}}, year = {2009}, url = {https://doi.org/10.1109/ADPRL.2009.4927539}, doi = {10.1109/ADPRL.2009.4927539}, timestamp = {Wed, 16 Mar 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/adprl/BusoniuESB09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/hicss/PhulpinBPE09, author = {Yannick Phulpin and Miroslav Begovic and Marc Petit and Damien Ernst}, title = {Decentralized Reactive Power Dispatch for a Time-Varying Multi-TSO System}, booktitle = {42st Hawaii International International Conference on Systems Science {(HICSS-42} 2009), Proceedings {(CD-ROM} and online), 5-8 January 2009, Waikoloa, Big Island, HI, {USA}}, pages = {1--8}, publisher = {{IEEE} Computer Society}, year = {2009}, url = {https://doi.org/10.1109/HICSS.2009.142}, doi = {10.1109/HICSS.2009.142}, timestamp = {Fri, 24 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/hicss/PhulpinBPE09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/saga/DefournyEW09, author = {Boris Defourny and Damien Ernst and Louis Wehenkel}, editor = {Osamu Watanabe and Thomas Zeugmann}, title = {Bounds for Multistage Stochastic Programs Using Supervised Learning Strategies}, booktitle = {Stochastic Algorithms: Foundations and Applications, 5th International Symposium, {SAGA} 2009, Sapporo, Japan, October 26-28, 2009. Proceedings}, series = {Lecture Notes in Computer Science}, volume = {5792}, pages = {61--73}, publisher = {Springer}, year = {2009}, url = {https://doi.org/10.1007/978-3-642-04944-6\_6}, doi = {10.1007/978-3-642-04944-6\_6}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/saga/DefournyEW09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ewrl/DefournyEW08, author = {Boris Defourny and Damien Ernst and Louis Wehenkel}, editor = {Sertan Girgin and Manuel Loth and R{\'{e}}mi Munos and Philippe Preux and Daniil Ryabko}, title = {Lazy Planning under Uncertainty by Optimizing Decisions on an Ensemble of Incomplete Disturbance Trees}, booktitle = {Recent Advances in Reinforcement Learning, 8th European Workshop, {EWRL} 2008, Villeneuve d'Ascq, France, June 30 - July 3, 2008, Revised and Selected Papers}, series = {Lecture Notes in Computer Science}, volume = {5323}, pages = {1--14}, publisher = {Springer}, year = {2008}, url = {https://doi.org/10.1007/978-3-540-89722-4\_1}, doi = {10.1007/978-3-540-89722-4\_1}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/ewrl/DefournyEW08.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/fuzzIEEE/BusoniuESB08, author = {Lucian Busoniu and Damien Ernst and Bart De Schutter and Robert Babuska}, title = {Consistency of fuzzy model-based reinforcement learning}, booktitle = {{FUZZ-IEEE} 2008, {IEEE} International Conference on Fuzzy Systems, Hong Kong, China, 1-6 June, 2008, Proceedings}, pages = {518--524}, publisher = {{IEEE}}, year = {2008}, url = {https://doi.org/10.1109/FUZZY.2008.4630417}, doi = {10.1109/FUZZY.2008.4630417}, timestamp = {Mon, 15 Jun 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/fuzzIEEE/BusoniuESB08.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/ijon/AngelGEGW07, author = {Alberto Del Angel and Pierre Geurts and Damien Ernst and Mevludin Glavic and Louis Wehenkel}, title = {Estimation of rotor angles of synchronous machines using artificial neural networks and local PMU-based quantities}, journal = {Neurocomputing}, volume = {70}, number = {16-18}, pages = {2668--2678}, year = {2007}, url = {https://doi.org/10.1016/j.neucom.2006.12.017}, doi = {10.1016/J.NEUCOM.2006.12.017}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/ijon/AngelGEGW07.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/aamas/BusoniuESB07, author = {Lucian Busoniu and Damien Ernst and Bart De Schutter and Robert Babuska}, editor = {Karl Tuyls and Ann Now{\'{e}} and Zahia Guessoum and Daniel Kudenko}, title = {Continuous-State Reinforcement Learning with Fuzzy Approximation}, booktitle = {Adaptive Agents and Multi-Agent Systems {III.} Adaptation and Multi-Agent Learning, 5th, 6th, and 7th European Symposium, {ALAMAS} 2005-2007 on Adaptive and Learning Agents and Multi-Agent Systems, Revised Selected Papers}, series = {Lecture Notes in Computer Science}, volume = {4865}, pages = {27--43}, publisher = {Springer}, year = {2007}, url = {https://doi.org/10.1007/978-3-540-77949-0\_3}, doi = {10.1007/978-3-540-77949-0\_3}, timestamp = {Mon, 15 Jun 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/aamas/BusoniuESB07.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/fuzzIEEE/BusoniuESB07, author = {Lucian Busoniu and Damien Ernst and Bart De Schutter and Robert Babuska}, title = {Fuzzy Approximation for Convergent Model-Based Reinforcement Learning}, booktitle = {{FUZZ-IEEE} 2007, {IEEE} International Conference on Fuzzy Systems, Imperial College, London, UK, 23-26 July, 2007, Proceedings}, pages = {1--6}, publisher = {{IEEE}}, year = {2007}, url = {https://doi.org/10.1109/FUZZY.2007.4295497}, doi = {10.1109/FUZZY.2007.4295497}, timestamp = {Mon, 15 Jun 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/fuzzIEEE/BusoniuESB07.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/ml/GeurtsEW06, author = {Pierre Geurts and Damien Ernst and Louis Wehenkel}, title = {Extremely randomized trees}, journal = {Mach. Learn.}, volume = {63}, number = {1}, pages = {3--42}, year = {2006}, url = {https://doi.org/10.1007/s10994-006-6226-1}, doi = {10.1007/S10994-006-6226-1}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/ml/GeurtsEW06.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/cdc/ErnstSGW06, author = {Damien Ernst and Guy{-}Bart Stan and Jorge M. Gon{\c{c}}alves and Louis Wehenkel}, title = {Clinical data based optimal {STI} strategies for {HIV:} a reinforcement learning approach}, booktitle = {45th {IEEE} Conference on Decision and Control, {CDC} 2006, San Diego, CA, USA, December 13-15, 2006}, pages = {667--672}, publisher = {{IEEE}}, year = {2006}, url = {https://doi.org/10.1109/CDC.2006.377527}, doi = {10.1109/CDC.2006.377527}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/cdc/ErnstSGW06.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/iwicpas/ErnstMW06, author = {Damien Ernst and Rapha{\"{e}}l Mar{\'{e}}e and Louis Wehenkel}, editor = {Nanning Zheng and Xiaoyi Jiang and Xuguang Lan}, title = {Reinforcement Learning with Raw Image Pixels as Input State}, booktitle = {Advances in Machine Vision, Image Processing, and Pattern Analysis, International Workshop on Intelligent Computing in Pattern Analysis/Synthesis, {IWICPAS} 2006, Xi'an, China, August 26-27, 2006, Proceedings}, series = {Lecture Notes in Computer Science}, volume = {4153}, pages = {446--454}, publisher = {Springer}, year = {2006}, url = {https://doi.org/10.1007/11821045\_47}, doi = {10.1007/11821045\_47}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/iwicpas/ErnstMW06.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/ErnstGW05, author = {Damien Ernst and Pierre Geurts and Louis Wehenkel}, title = {Tree-Based Batch Mode Reinforcement Learning}, journal = {J. Mach. Learn. Res.}, volume = {6}, pages = {503--556}, year = {2005}, url = {http://jmlr.org/papers/v6/ernst05a.html}, timestamp = {Wed, 10 Jul 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/ErnstGW05.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@phdthesis{DBLP:phd/be/Ernst03, author = {Damien Ernst}, title = {Near Optimal Closed-Loop Control. Application to Electric Power Systems}, school = {University of Li{\`{e}}ge, Belgium}, year = {2003}, url = {https://orbi.uliege.be/handle/2268/13270}, timestamp = {Mon, 31 Oct 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/phd/be/Ernst03.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ecml/ErnstGW03, author = {Damien Ernst and Pierre Geurts and Louis Wehenkel}, editor = {Nada Lavrac and Dragan Gamberger and Ljupco Todorovski and Hendrik Blockeel}, title = {Iteratively Extending Time Horizon Reinforcement Learning}, booktitle = {Machine Learning: {ECML} 2003, 14th European Conference on Machine Learning, Cavtat-Dubrovnik, Croatia, September 22-26, 2003, Proceedings}, series = {Lecture Notes in Computer Science}, volume = {2837}, pages = {96--107}, publisher = {Springer}, year = {2003}, url = {https://doi.org/10.1007/978-3-540-39857-8\_11}, doi = {10.1007/978-3-540-39857-8\_11}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/ecml/ErnstGW03.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/automatica/GhandhariAPE01, author = {M. Ghandhari and G{\"{o}}ran Andersson and M. Pavella and Damien Ernst}, title = {A control strategy for controllable series capacitor in electric power systems}, journal = {Autom.}, volume = {37}, number = {10}, pages = {1575--1583}, year = {2001}, url = {https://doi.org/10.1016/S0005-1098(01)00099-1}, doi = {10.1016/S0005-1098(01)00099-1}, timestamp = {Thu, 20 Feb 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/automatica/GhandhariAPE01.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/cdc/Ernst01, author = {Damien Ernst}, title = {Reinforcement learning applied to power system oscillations damping}, booktitle = {40th {IEEE} Conference on Decision and Control, {CDC} 2001, Orlando, FL, USA, 4-7 Dec., 2001}, pages = {3043--3044}, publisher = {{IEEE}}, year = {2001}, url = {https://doi.org/10.1109/.2001.980282}, doi = {10.1109/.2001.980282}, timestamp = {Thu, 13 Oct 2022 17:08:41 +0200}, biburl = {https://dblp.org/rec/conf/cdc/Ernst01.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/pkdd/DruetEW00, author = {Christophe Druet and Damien Ernst and Louis Wehenkel}, editor = {Djamel A. Zighed and Henryk Jan Komorowski and Jan M. Zytkow}, title = {Application of Reinforcement Learning to Electrical Power System Closed-Loop Emergency Control}, booktitle = {Principles of Data Mining and Knowledge Discovery, 4th European Conference, {PKDD} 2000, Lyon, France, September 13-16, 2000, Proceedings}, series = {Lecture Notes in Computer Science}, volume = {1910}, pages = {86--95}, publisher = {Springer}, year = {2000}, url = {https://doi.org/10.1007/3-540-45372-5\_9}, doi = {10.1007/3-540-45372-5\_9}, timestamp = {Mon, 05 Feb 2024 20:31:27 +0100}, biburl = {https://dblp.org/rec/conf/pkdd/DruetEW00.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
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