Mats Julius StensrudTeaching & PhD PhD Students Ignacio Gonzalez Perez, Gellért Géza Perényi, Lorenzo Gasparollo, Julien David Laurendeau Past EPFL PhD Students Matias Janvin, Amit Sawant Courses Causal thinking MATH-352 This course will give a unified presentation of modern methods for causal inference. We focus on concepts, and we will present examples and ideas from various scientific disciplines, including medicine, computer science, engineering, economics and epidemiology. Probability and statistics (
Hélène RuffieuxTeaching & PhD Courses Probability and statistics MATH-234(a) This course covers elementary notions of probability and statistics, such as inference, tests, and regression.
Sébastien OttTeaching & PhD Courses Large deviations MATH-533 An introduction to the theory of large deviations, focusing on studying examples and deriving the general theory from the ideas developed in the examples. Probability and statistics (for IC) MATH-232
Hervé BourlardTeaching & PhD Past EPFL PhD Students Astrid Hagen, Katrin Weber, Todd Stephenson, Jitendra Ajmera, Shajith Ikbal, Mathew Magimai Doss, Mohamed Faouzi Benzeghiba, Mark Barnard, Yann Rodriguez, Hemant Misra, Christos Dimitrakakis, Guillaume Lathoud, Alexei Pozdnoukhov, Agnès Just, Mikaela Keller, Norman Hoon Thian Poh, Dong Zhang, Florent Monay Michaud, Pedro Manuel Da Silva Quelhas, Kevin Smith, Silèye Oumar Ba, Bertrand Mesot, Hamed Ketabdar, David Grangier, Guillermo Aradilla, Jean-François Paiement, Nico
Vivek SubramanianTeaching & PhD PhD Students Giovanni Ruffolo, Giada Romano, Sanjay Manoharan, Kyle Haas, Claude Dahan, Biruktait Ayele Lemecho, Yagmur Ceren Alatas, Tugçe Delipinar Past EPFL PhD Students Amin Hodaei, Mustafa Mohieldin Fadlelmula Fadlelseed Past EPFL PhD Students as codirector Mohammad Jafarpour Courses Organic and printed electronics MICRO-505 This course addresses the implementation of organic and printed electronics technologies using large area manufacturing techniques. It will provide
Elena PerazziTeaching & PhD Courses Advanced derivatives FIN-503 The course covers a wide range of advanced topics in derivatives pricing Game theory and strategic decisions MGT-300 Game theory studies the strategic interactions between rational agents. It has a myriad of applications in politics, business, sports. A special branch of Game Theory, Auction Theory, has recently guided the development of Ebay, Google advertising auctions, and of the Wireless spectrum auctions. Probabili
Sixuan Sven WangTeaching & PhD PhD Students Leonardo Nevali Courses Bayesian statistics MATH-339 A first introduction to Bayesian statistics, assuming knowledge from first courses in statistics and probability. We will focus on foundational statistical and mathematical aspects such as the decision theoretic background, consistency for large sample sizes, and algorithms for Bayesian computation.
Michaël UnserExpertise
Image Processing, Medical Imaging, Biological Imaging, Wavelets, Splines, Multiresolution
Michael Unser is Full Professor with EPFL’s school of Engineering and the academic director of EPFL's Center for Imaging, Lausanne, Switzerland. His primary areas of investigation are signal processing, biomedical imaging and applied functional analysis. He is internationally recognized for his research contributions to sampling theory, wavelets, the use of splines for image processing, stochastic processes,
Ambrogio FasoliAmbrogio FASOLI was born on November 10, 1964, in Milano, Italy. After a classical high school diploma (Maturità Classica) and graduation from the University of Milano, with the degree of Dottore in Fisica, he obtained his Phd at the Ecole Polytechnique Fédérale (EPFL) with a thesis on chaos in wave-particle interactions in plasmas, which was awarded the Best EPFL Thesis prize, in 1993. He then moved to the JET Joint Undertaking, the largest worlds fusion device, near Oxford, UK, to investigate Alfvén waves and burning plasma physics. In 1995-1996 he took a sabbatical leave, visiting several Universities and Research Institutes in Europe and in the USA, including three months at General Atomics in San Diego. In 1996-1997, during a second period at JET, he participated in the fusion power worlds record experiments in Deuterium-Tritium plasmas at JET. In 1997 he was nominated Assistant Professor in MIT Physics Department, where he led a basic plasma physics group and the international collaboration between MIT and JET. In 2001 Ambrogio FASOLI was nominated Assistant Professor of Physics at EPFL, Lausanne, Switzerland, and Professeur Boursier of the Swiss National Science Foundation. He became member of CRPP Directorate and took the leadership of CRPP basic plasma physics group and of the TCV tokamak, one of the major fusion experiments worldwide. At European level he was scientific coordinator for JET experiments, spokesperson for multi-machine experiments in the frame of International Tokamak Physics Activities, and Project Leader for a JET Enhancement project. In 2005 he became Associate Professor of Physics with tenure at EPFL, then member of EFDA Science and Technology Advisory Committee, and of the Steering Committee of the Association EURATOM-Swiss Confederation. From 2006 he was also Deputy Director, then from 2007 Executive Director of CRPP and from 2008 Full Professor of Physics at EPFL. For a number of years he was the Chair of the EPFL Physics Strategic Committee and a member of the Directorate of the EPFL School of Sciences. Since the summer of 2014 Professor FASOLI was the sole Director of CRPP. He now represents Switzerland in the EUROfusion General Assembly and Bureau, and in the Governing Board for Fusion for Energy. He is member of the EUROfusion DEMO project Board, of the Scientific Board of the Helmotz Virtual Institute on Advanced Microwave Diagnostics, of the European Delegation for the Cooperation between Euratom and the Government of India in Fusion Energy Research, of the European Consortium for the development of the ITER gyratron (EGYC), and participates to numerous international review panels. He chairs the FuseNet Academic Council, the International Advisory Panel for the Laboratory of Excellence Plas@Par in the Sorbonne Universities, the European Consortium for the construction of the ITER microwave Upper Launcher (ECHUL), and the Promotion Committee of the EPFL Faculty of Basic Sciences. He is one the three European representatives in the International Tokamak Physics Activities Coordinating Committee, advising ITER, and the Editor-in-Chief of the IAEA journal Nuclear Fusion. Since January 2019, Ambrogio Fasoli is the Chair of the General Assembly, i.e. the president of EUROfusion, the European Consortium for Development of Fusion Energy. Professor FASOLI is a Fellow of the American Physical Society and since 2001 a Visiting Professor at MIT Physics Department. He is the Director of the Swiss Plasma Center.
Rajita Ramesh ChandakExpertise
Nonparametric estimation, statistical inference, theory of machine learning
Teaching & PhD Courses Nonparametric estimation and inference MATH-524 Nonparametric models are used to identify a wide range of relationships within data. This course gives a graduate-level overview of nonparametric statistical estimation and inference theory. Statistical inference MATH-562 Inference from the particular to the general based on probability models is central to the statistica
Show more