ETICS Annual Research Schools
École Thématique sur les Incertitudes en Calcul Scientifique
Research School on Uncertainty in Scientific Computing
Organized by CEA/DAM, EDF R&D and ENS Paris Saclay (CMLA), under the scientific labelling of the GdR MASCOT-NUM
Scientific committee: Claire Cannamela (CEA/DAM), Sébastien Da Veiga (SafranTech), Bertrand Iooss (EDF R&D), Merlin Keller (EDF R&D), Amandine Marrel (CEA/DES), Guillaume Perrin (Université Gustave Eiffel)
The goal of this school is to develop the skills of researchers and engineers in the domain of uncertainty management of computer codes. Some of the lectures are followed by practical computer works. Collaborative works, round tables and poster sessions allow to promote exchanges between participants. The prerequisites to possess are the mathematical bases of the uncertainty quantification science.
ETICS2021
Dates: 2021, September, 12th - 17th
Location: Keravel resort, Erdeven, France - link
Registration: TBA
Organizers : Bertrand Iooss (EDF R&D) and Claire Cannamela (CEA/DAM)
Lecturers:
- Prof. Bertrand Michel (Ecole Centrale de Nantes): Topological data analysis
- Prof. Chris Oates (Newcastle University): Minimum Discrepancy Methods in Uncertainty Quantification
- Prof. Clementine Prieur (Université Grenoble Alpes): Recent advances in global sensitivity analysis
ETICS2020, October, 4-9, Ile d'Oléron, France
Location: La Vieille Perrotine, Saint-Pierre-d'Oléron, France - link
Registration is closed
Registration: (900€ including accomodation and meals): French link - English link
Registration is closed
Scientific organizers : Bertrand Iooss (EDF R&D) and Guillaume Perrin (CEA/DAM)
Lecturers:
- Prof. Josselin Garnier (Ecole Polytechnique, France) - Rare event simulation - Slides: etics2020_garnier.pdf - etics2020_garnier2.pdf
- Prof. Anne-Laure Fougères (Université Claude Bernard Lyon 1, France) - Extreme value theory and applications
- Prof. Robert B. Gramacy (Virginia Tech, USA) - Surrogates: Gaussian process modeling, design and optimization for the applied sciences - Part 1: Gaussian processes - lect2_gp.doc (change the file extension .doc to .html) - Part 2: Optimization - lect3_optim.doc (change the file extension .doc to .html) - R files for practical works: r-gramacy.zip
- Baptiste Kerleguer (CEA) : Multi-fidelity modeling for time-series output - etics2020_kerleguer.pdf
- Vincent Chabridon (EDF R&D) : Epistemic uncertainty management in uncertainty quantification etics2020_chabridon.pdf
- Bertrand Iooss (EDF R&D) : Perturbed-law based sensitivity indices : motivations, methodology and industrial application etics2020_iooss_pli.pdf
- Guillaume Perrin (CEA) : Isoprobabilist transform for robust uncertainty analyses etics2020_perrin.pdf - notebook-etics2020-tprobustanalysis.doc (change the file extension .doc to .ipynb)
- Clément Gauchy (CEA) and J. Stenger (EDF R&D) : Optimal Fisher-based perturbed-law indices - etics2020_gauchy.pdf
- Jérôme Breil, Lucas Tallois (CEA) : Optimisation d'un diaphragme hydraulique
- Sanaa Zannane (EDF R&D) : Optimisation coûteuse boîte noire à variables mixtes. Revue bibliographique - etics2020_zannane.pdf
- Rodolphe Le Riche (CNRS) : Dimension reduction ofr Bayesian optimization - slides
- Sébastien Da Veiga (SafranTech) and Amandine Marrel (CEA) : Gaussian process regression with linear inequality constraints – An adaptive strategy - etics2020_daveiga.pdf
- Gaêl Poette (CEA) : A new MC scheme for the resolution of intrusive-gPC based reduced models for the uncertain linearBoltzmann equation - etics2020_poette.pdf
ETICS2019, September, 22-27, Fréjus, France
Location: La Villa Clytia, Fréjus, France - link
Registration (900€ including accomodation and meals): link
Scientific organizers : Bertrand Iooss (EDF R&D) and Guillaume Perrin (CEA/DAM)
Lecturers:
- Prof. Aurélien Bellet (INRIA Lille - Nord Europe, France) - Similarity and distance metric learning - etics2019abt.pdf - metric-learn-etics.zip
- Prof. Bernard Bercu (Université de Bordeaux, France) - Asymptotic behavior of stochastic algorithms with statistical applications - L1-Martingales.pdf - L2-Stochalgorithms.pdf - L3-Stats.pdf - TP1-Sample-Frejus.zip - TP2-QSQ-Frejus.zip - TP3-Kernel-Frejus.zip
- Prof. Jean-Michel Marin (Université de Montpellier, France) - Computational methods for Bayesian inference - etics2019jmm-part1.pdf - etics2019jmm-part2.pdf - etics2019jmm-part3.pdf - etics2019jmm-part4.pdf - etics2019jmm-modelin.pdf - etics2019jmm-capture.pdf - etics2019jmm-exos.zip
- Prof. Youssef Marzouk (Massachusetts Institute of Technology, Cambridge, MA, USA) - Transport methods in Bayesian computation - etics-ymarz-part1.pdf - etics-ymarz-part2.pdf
ETICS2018, June, 4-8, Roscoff, France
Location: Station Biologique Roscoff, Centre UPMC-CNRS - link
Scientific organizers : Bertrand Iooss (EDF R&D), Jean Giorla and Guillaume Perrin (CEA/DAM)
Lecturers:
- Dr Andrei Bursuc (SafranTech, France) - Deep Learning, a journey from feature extraction and engineering to end-to-end pipelines - ETICS2018_bursuc1.pdf - ETICS2018_bursuc2.7z - ETICS2018_bursuc3a.pdf - ETICS2018_bursuc3b.pdf - ETICS2018_bursuc4.7z - ETICS2018_bursuc5.pdf /* ETICS2018_bursuc1aa.pdf - ETICS2018_bursuc1bb.pdf - ETICS2018_bursuc2.pdf - ETICS2018_bursuc3.zip - ETICS2018_bursuc4.zip */
- Dr Nicolas Gayton (Sigma Clermont, france) - Concepts and methods for robust and/or reliable design - ETICS2018_gayton.pdf
- Prof Sankaran Mahadevan (Vanderbilt University, USA) - Recent developments in Uncertainty Aggregation (forward problem) and Uncertainty Reduction (inverse problem) - ETICS2018_mahadevan.pdf
- Dr Fabrizio Ruggeri (CNR, IMATI, Italy) - Introduction to Robust Bayesian Analysis - ETICS2018_ruggieri.pdf
- Dr Merlin Keller and Jérôme Stenger (EDF R&D, France) - Practical session on Robust Inference using the Python Mystic framework for global optimization - 0_prerequis_tp.pdf - 1_OUQ_intro.pdf - 2_case_study_presentation.pdf - 3_Simulated Annealing_Intro.pdf - 4_Differential_Evolution_Intro.pdf - 5_Practical_Session_Presentation.pdf - 6_Fiche_TP.pdf - 1D.zip - 4D_Correction.zip
- Dr Guillaume Perrin (CEA, France) - Guarantee by simulation - ETICS2018_perrin.pdf
- Dr Mathieu Couplet (EDF R&D, France) - Validation of scientific computing tools - ETICS2018_couplet.pdf
/* Registration - Fees = 800€ (including accomodation, meal, participation to the summer school) */
ETICS2017, October, 1-6, Porquerolles, France
Scientific organizers : Bertrand Iooss (EDF R&D) and Jean Giorla (CEA/DAM)
Lecturers:
- Max Gunzburger (Florida State University, USA): Multifidelity approaches to UQ and Optimal Multilevel Multifidelity Monte Carlo methods - etics2017_gunzburger.pdf
- Luc Pronzato (CNRS - Sophia Antipolis, Nice, France): Optimal Design of Experiments - etics2017_pronzato1.pdf - etics2017_pronzato2.pdf - etics2017_pronzato3.pdf
- Pierre-Henri Wuillemin (Université Pierre et Marie Curie, Paris, France): Applications of probabilistic graphical models - etics2017_wuillemin.pdf
- Sébastien Destercke (Université de Technologie de Compiègne, France): Imprecise probabilities: why, when, how? - etics2017_destercke.pdf
- Nicolas Bousquet (EDF R&D, Chatou, France): Stochastic prior modelling for uncertain inputs - etics2017_bousquet.pdf
ETICS2016, June, 6-10, Barcelonette, France
Scientific organizers : Bertrand Iooss (EDF R&D) and Jean Giorla (CEA/DAM)
Lecturers:
- François Bachoc (Université Paul Sabatier): Calibration of computer experiments
- Sébastien Da Veiga (SafranTech): Advanced methods in sensitivity analysis
- Stéphane Gaïffas (Ecole Polytechnique): Methods for covariance matrix estimation -
- Tim Sullivan (Free University of Berlin / Zuse Institute Berlin): Optimal distributionally robust uncertainty quantification
