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AuthorTitleYearJournal/ProceedingsReftypeDOI/URL
Dreo, J., Laudy, C., Lobentanzer, S., Baric, M., Gaydukova, E. and Schwikowski, B. Reproducible Mapping of Tabular Data into Semantic Knowledge Graphs with OntoWeaver and BioCypher 2024 27th International Conference on Information Fusion  inproceedings URL 
Dreo, J., Lobentanzer, S., Gaydukova, E., Baric, M., Maarala, A.I., Muranen, T., Oikkonen, J., Bolelli, F., Pipoli, V., Isoviita, V.-M. and others High-level biomedical data integration in a semantic knowledge graph with oncodashkb for finding personalized actionable drugs in ovarian cancer 2024 Cancer Genomics, Multiomics and Computational Biology  inproceedings URL 
López-Ibáñez, M., Vermetten, D., Dreo, J. and Doerr, C. Using the Empirical Attainment Function for Analyzing Single-objective Black-box Optimization Algorithms 2024 IEEE Transactions on Evolutionary Computation  article DOI  
Renau, Q., Dreo, J. and Hart, E. Ealain: A Camera Simulation Tool to Generate Instances for Multiple Classes of Optimisation Problem 2024 Proceedings of the Genetic and Evolutionary Computation Conference Companion, pp. 151-154  inproceedings DOI  
Quemy, A., Schoenauer, M. and Dreo, J. MultiZenoTravel: a Tunable Benchmark for Multi-Objective Planning with Known Pareto Front 2023   online URL 
Dreo, J. Feedback on the use of PDDL solvers in an industrial R&D context 2023   misc URL 
Dreo, J. Quantile-like measures on multi-dimensional distributions of closed sets 2023   misc URL 
Ameri, A., Miloradović, B., Çürüklü, B., Papadopoulos, A.V., Ekström, M. and Dreo, J. Interplay of Human and AI Solvers on a Planning Problem 2023 2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp. 3166-3173  inproceedings DOI  
Lobentanzer, S., Aloy, P., Baumbach, J., Bohar, B., Carey, V.J., Charoentong, P., Danhauser, K., Doğan, T., Dreo, J., Dunham, I. and others Democratizing knowledge representation with BioCypher 2023 Nature Biotechnology
Vol. 41(8), pp. 1056-1059 
article DOI  
Dreo, J. UNIX Shell Cheatsheet 2022 Computational Systems Biomedicine Seminar  misc URL 
Zakiev, E., Dreo, J., Santarelli, M. and Schwikowski, B. Statistical Discovery of Transcriptomic Cancer Signatures using Multimodal Local Search 2022 PGMO Days  inproceedings URL 
Laudy, C., Fossier, S. and Dreo, J. Tackling Threatening behavior through a Semantic Approach 2022 25th International Conference on Information Fusion (FUSION), pp. 1-8  inproceedings URL 
Renau, Q., Dreo, J., Peres, A., Semet, Y., Doerr, C. and Doerr, B. Automated Algorithm Selection for Radar Network Configuration 2022 GECCO '22: Genetic and Evolutionary Computation Conference  inproceedings DOI URL 
Dreo, J. AutoML for Bioinformatics 2022 , pp. 31Computational Biology Department Seminar  misc URL 
Dreo, J. De la planification centralisée à l'intelligence en essaim avec des drones 2022 , pp. 27  misc URL 
Dreo, J. Randomized Optimization Framework tailored for Benchmarking & Auto-Design 2022 ``Benchmarked'' workshop  misc URL 
Dreo, J. Frictionlesser 2022   software URL 
Dreo, J. Practical Tools for Improving Reproducibility (of Bioinformatics) 2021 , pp. 37School: TranSYS Summer School  misc URL 
Dreo, J. and López-Ibáñez, M. Extensible Logging and Empirical Attainment Function for IOHexperimenter 2021   report URL 
Dreo, J., Doerr, C., Aziz-Alaoui, A. and Zheng, A. Using Irace, Paradiseo and IOHprofiler for Large-Scale Algorithm Configuration 2021 8th COSEAL workshop  misc URL 
Dreo, J., Liefooghe, A., Vérel, S., Schoenauer, M., Merelo, J.J., Quemy, A., Bouvier, B. and Gmys, J. Paradiseo: From a Modular Framework for Evolutionary Computation to the Automated Design of Metaheuristics 2021 Proceeding Companion of the Genetic and Evolutionary Computation Conference (GECCO)  inproceedings URL 
Aziz-Alaoui, A., Doerr, C. and Dreo, J. Towards Large Scale Automated Algorithm Design by Integrating Modular Benchmarking Frameworks 2021 Computing Research Repository (CoRR)  inproceedings URL 
Bäck, T., Bennet, P., de Nobel, J., Doerr, C., Dreo, J., Rakotoarison, H., Rapin, J., Teytaud, O., Vermetten, D., Wang, H. and Ye, F. Results from the Joint Nevergrad and IOHprofiler Open Optimization Competition 2021 SIGEVOlution newsletter
Vol. 14 
article URL 
Bolelli, F., Pipoli, V., Lehtonen, O., Lavikka, K., Isoviita, V.-M., Maarala, I., Bontempo, G. and Dreo, J. Oncodash 2021   software URL 
Renau, Q., Dreo, J., Doerr, C. and Doerr, B. Towards Explainable Exploratory Landscape Analysis: Extreme Feature Selection for Classifying BBOB Functions 2021 24th international conference on evolutionary computation (EvoStar)  inproceedings URL 
Renau, Q., Doerr, C., Dreo, J. and Doerr, B. Exploratory Landscape Analysis is Strongly Sensitive to the Sampling Strategy 2020
Vol. 12270Parallel Problem Solving from Nature, PPSN XVI, Leiden, Sep. 5--9, Proceedings Part II, pp. 139-153 
inproceedings DOI URL 
Brunet, J., Sousselier, T., Dreo, J. and Jaulin, L. Method for controlling a set of robots, and set of robots 2019 (US10303170B2)  patent URL 
Buet, B., Mirebeau, J.-M., van Gennip, Y., Desquilbet, F., Dreo, J., Barbaresco, F., Leonardi, G.P., Masnou, S. and Schönlieb, C.-B. Partial differential equations and variational methods for geometric processing of images 2019 The SMAI journal of computational mathematics
Vol. 5, pp. 109-128 
article DOI URL 
Doerr, C., Dreo, J. and Kerschke, P. Making a case for (Hyper-)parameter tuning as benchmark problems 2019 Proc. Companion of the Genetic and Evolutionary Computation Conference, GECCO, Prague, Czech Republic, July 13--17, pp. 1755-1764  inproceedings DOI URL 
Dreo, J., Doerr, C. and Semet, Y. Coupling the design of benchmark with algorithm in landscape-aware solver design 2019 Proc. Companion of the Genetic and Evolutionary Computation Conference, Prague, Czech Republic, Jul. 13--17, pp. 1419-1420  inproceedings DOI URL 
Dreo, J., Desquilbet, F., Barbaresco, F. and Mirebeau, J.-M. Netted Multi-Function Radars Positioning and Modes Selection by Non-Holonomic Fast Marching Computation of Highest Threatening Trajectories by CMA-ES Optimization 2019 International Radar Conference, Sep. 23--27, Toulon, France, pp. 1-6  inproceedings DOI URL 
Renau, Q., Dreo, J., Doerr, C. and Doerr, B. Expressiveness and robustness of landscape features 2019 Proc. Companion of the Genetic and Evolutionary Computation Conference, GECCO, Prague, Czech Republic, July 13--17, pp. 2048-2051  inproceedings DOI URL 
Belkhir, N., Dreo, J., Savéant, P. and Schoenauer, M. Per instance algorithm configuration of CMA-ES with limited budget 2017 Proc. of the Genetic and Evolutionary Comp. Conf., Berlin, Jul. 15--19, pp. 681-688  inproceedings DOI  
Mirebeau, J. and Dreo, J. Automatic Differentiation of Non-holonomic Fast Marching for Computing Most Threatening Trajectories Under Sensors Surveillance 2017
Vol. 10589Proc. of Geometric Science of Information, Paris, France, Nov. 7--9, pp. 791-800 
inproceedings DOI  
Belkhir, N., Dreo, J., Savéant, P. and Schoenauer, M. Feature Based Algorithm Configuration: A Case Study with Differential Evolution 2016
Vol. 9921Proc. of Parallel Problem Solving from Nature, PPSN XIV, Edinburgh, UK, September 17--21, pp. 156-166 
inproceedings DOI  
Belkhir, N., Dreo, J., Savéant, P. and Schoenauer, M. Surrogate Assisted Feature Computation for Continuous Problems 2016
Vol. 10079Learning and Intelligent Optimization, LION 10, Ischia, Italy, May 29--June 1, Selected Papers, pp. 17-31 
inproceedings URL 
Belkhir, N., Dreo, J., Savéant, P. and Schoenauer, M. Parameter Setting for Multicore CMA-ES with Large Populations 2015
Vol. 9554Proc. of Artificial Evolution, EA XII, Lyon, France, October 26--28, Selected Papers, pp. 109-122 
inproceedings DOI  
Quemy, A., Schoenauer, M., Vidal, V., Dreo, J. and Savéant, P. Solving Large MultiZenoTravel Benchmarks with Divide-and-Evolve 2015
Vol. 8994Learning and Intelligent Optimization, LION 9, Lille, France, January 12--15, Selected Papers, pp. 262-267 
inproceedings DOI  
Sousselier, T., Dreo, J. and Sevaux, M. Line formation algorithm in a swarm of reactive robots constrained by underwater environment 2015 Expert Syst. Appl.
Vol. 42(12), pp. 5117-5127 
article DOI  
Auletto, R., Dreo, J. and Savéant, P. Method and apparatus for calculating a combined airport navigation graph, method and system for generating an aircraft ground trailer, computer program product 2014 (FR3030853B1)  patent URL 
Auletto, R., Dreo, J. and Savéant, P. Method and System for Generating a ground runway track from an aircraft in an airport domain, computer program product 2014 (FR3030854B1)  patent URL 
Laudy, C., Dreo, J. and Gouguenheim, C. Applying MapReduce principle to high level information fusion 2014 17th International Conference on Information Fusion, Salamanca, Spain, Jul. 7--10, pp. 1-8  inproceedings URL 
Khouadjia, M.R., Schoenauer, M., Vidal, V., Dreo, J. and Savéant, P. Pareto-Based Multiobjective AI Planning 2013 Proc. of the 23rd Int. Joint Conf. on Artificial Intelligence, Beijing, Aug. 3--9, pp. 2321-2327  inproceedings URL 
Khouadjia, M.R., Schoenauer, M., Vidal, V., Dreo, J. and Savéant, P. Quality Measures of Parameter Tuning for Aggregated Multi-Objective Temporal Planning 2013
Vol. 7997Proc. of the Learning and Intelligent Optimization, LION 7, Catania, Italy, January 7--11, Selected Papers, pp. 341-356 
inproceedings DOI  
Brunet, J.P., Jaulin, L., Sousselier, T. and Dreo, J. Methode for controlling a robot assembly and robot assembly 2012 (FR2999305A1)  patent URL 
Sousselier, T., Dreo, J. and Brunet, J. Line formation algorithm in a self-organized swarm of micro-underwater unmanned vehicles 2012 IEEE International Conference on Robotics and Biomimetics, ROBIO, Guangzhou, China, Dec. 11--14, pp. 520-525  inproceedings DOI  
Bertucat, É., Pasquereau, H.J., Dreo, J. and Savéant, P. Device and method for evaluating an anti-aerial defense based on probability of interception and time of preavis calculated for each track of an enemy aerodyne 2011 (FR2975784B1)  patent URL 
Candan, C., Dreo, J., Savéant, P. and Vidal, V. Parallel divide-and-evolve: Experiments with OpenMP on a multicore machine 2011 Proceedings of the 13th annual conference on Genetic and evolutionary computation, pp. 1571-1578  inproceedings DOI  
Dreo, J., Savéant, P., Schoenauer, M. and Vidal, V. Divide-and-evolve: the marriage of descartes and darwin 2011
Vol. 91Proc. of the 7th international planning competition, Freiburg, Germany, pp. 155 
inproceedings URL 
Aligne, F., Dreo, J. and Mattioli, J. AMETRINE: a humanitarian camp management system 2009 Disaster Management and Human Health Risk, WIT Transactions on the Built Environment
Vol. 110, pp. 77-86 
article DOI  
Dreo, J. Using performance fronts for parameter setting of stochastic metaheuristics 2009 Proc. Companion of the Genetic and Evolutionary Comp. Conf., Montreal, Québec, Canada, Jul. 8--12, pp. 2197-2200  inproceedings DOI  
Dreo, J., Aumasson, J., Tfaili, W. and Siarry, P. Adaptive Learning Search, a New Tool to Help Comprehending Metaheuristics 2007 Int. J. Artif. Intell. Tools
Vol. 16(3), pp. 483-505 
article DOI  
Dreo, J. and Siarry, P. Hybrid Continuous Interacting Ant Colony aimed at Enhanced Global Optimization 2007 Algorithmic Oper. Res.
Vol. 2(1), pp. 52-64 
article URL 
Lamiri, M., Dreo, J. and Xie, X. Operating Room Planning with Random Surgery Times 2007 IEEE Conf. on Automation Science and Engineering, Sep. 22--25, Scottsdale, Arizona, USA, pp. 521-526  inproceedings DOI  
Tfaili, W., Dreo, J. and Siarry, P. Fitting of an ant colony approach to dynamic optimization through a new set of test functions 2007 International Journal of Computational Intelligence Research
Vol. 3(3), pp. 205-218 
article URL 
Dreo, J. and Siarry, P. An ant colony algorithm aimed at dynamic continuous optimization 2006 Appl. Math. Comput.
Vol. 181(1), pp. 457-467 
article DOI  
Dreo, J. and Siarry, P. Comparaison de métaheuristiques 2006 7e congrès de la société française de recherche opérationnelle et d'aide à la décision  inproceedings  
Dreo, J., Pétrowski, A., Siarry, P. and Taillard, É. Metaheuristics for hard optimization: methods and case studies 2006   book  
Dreo, J. and Siarry, P. Métaheuristiques pour l'optimisation et auto-organisation dans les systèmes biologiques 2006 Tech. Sci. Informatiques
Vol. 25(2), pp. 221-240 
article DOI  
Dreo, J., Nunes, J.C. and Siarry, P. Robust rigid registration of retinal angiograms through optimization 2006 Comput. Medical Imaging Graph.
Vol. 30(8), pp. 453-463 
article DOI  
Dreo, J. and Siarry, P. Continuous interacting ant colony algorithm based on dense heterarchy 2004 Future Gener. Comput. Syst.
Vol. 20(5), pp. 841-856 
article DOI  
Dreo, J. and Siarry, P. Dynamic Optimization Through Continuous Interacting Ant Colony 2004
Vol. 3172Proc. of Ant Colony Optimization and Swarm Intelligence, ANTS IV, Brussels, Belgium, September 5--8, pp. 422-423 
inproceedings DOI  
Dreo, J. Adaptation de la métaheuristique des colonies de fourmis pour l'optimisation difficile en variables continues. Application en génie biologique et médical. 2003 School: Paris 12 Val de Marne University, Créteil, France  phdthesis URL 
Dreo, J., Pétrowski, A., Siarry, P. and Taillard, É. Métaheuristiques pour l'optimisation difficile 2003   book  
Dreo, J. and Siarry, P. A New Ant Colony Algorithm Using the Heterarchical Concept Aimed at Optimization of Multiminima Continuous Functions 2002
Vol. 2463Proc. of the third International Workshop on Ant Algorithms, ANTS, Brussels, Belgium, Sep. 12--14, Proceedings, pp. 216-221 
inproceedings DOI