Semyon MalamudTeaching & PhD PhD Students Johannes Schwab, Onur Demiray, Giuseppe Matera Past EPFL PhD Students Rémy Praz, Evgeny Petrov, Yuan Zhang, Julien Arsène Blatt, Erik Hapnes, Teng Andrea Xu, Boris Kuznetsov Courses Big Data and Machine Learning for Financial Economics FIN-622 This class is an introduction to Machine Learning and High Dimensional Statistics in Finance. We start with purely empirical approach, focusing first on high dimensional regressions then moving to kernel methods and deep l
Thomas Alois WeberExpertise
- Credit collections - Decision making under risk - Economics (behavioral, environmental, theory) - Engineering economy - Investment criteria - Nonlinear systems - Optimal control - Risk - Sharing economy
Expertise
- Credit collections - Decision making under risk - Economics (behavioral, environmental, theory) - Engineering economy - Investment criteria - Nonlinear systems - Optimal control - Risk - Sharing economy
Teaching & PhD PhD Students Ru Zhang Past EPFL PhD Students Maryam Razeghian Jah
Giovanni AnsaloniTeaching & PhD PhD Students Yuxuan Wang, Grégoire Axel Eggermann, Riselda Kodra, Patrik Kukic Courses Lab on app development for tablets and smartphones EE-490(g) Focusing on the Android ecosystem, this course teaches techniques for the development of distributed mobile applications, operating on multiple heterogeneous devices (tablets / smartwatches), sensing the environment, and interfacing with the cloud.
Jan WienoldExpertise
DaylightingVisual ComfortBuilding Performance SimulationIntegrated DesignZero Energy Buildings
Dr. Jan Wienold is a leading expert in daylight research, visual comfort, and building performance simulation. His work focuses on understanding how daylight affects human perception and well-being, and on translating this knowledge into tools, metrics, and standards that shape climate-responsive and user-centered building design. He is internationally recognized for developing the Daylight Glare Probabi
Maria Giulia PretiMaria Giulia Preti received her Ph.D. in Bioengineering at Politecnico di Milano (Milan, Italy) in 2013, after her M. Sc. (2009) and B. Sc. (2007) in Biomedical Engineering, as well at Politecnico di Milano. During her Ph.D., mentored by Prof. Giuseppe Baselli, she focused on advanced techniques of brain magnetic resonance imaging, in particular she developed a method of groupwise fMRI-guided tractography, that revealed to be useful in the in-vivo investigation of the pathophysiological changes across the evolution of Alzheimers disease. For this project, she had been collaborating full-time with the hospital Fondazione Don Gnocchi in Milan (Magnetic Resonance Laboratory). In 2011, she was awarded a Progetto Rocca fellowship from MIT-Italy and spent a visiting research period at the MIT and Harvard Medical School (Boston, USA), under the supervision of Prof. Nikos Makris, where she could focus on the anatomical study of specific neruonal bundles.
She has joined Prof. Van De Ville group at EPFL as a post-doc in 2013. Her current research aims at understanding the connections between brain functionality and brain microscopic anatomy by using advanced techniques of Magnetic Resonance Imaging. In particular, she is working on functional MRI, functional connectivity, diffusion tensor imaging and tractography, integration of MRI with other techniques (e.g. EEG), and the application of these methods to several clinical contexts, e.g., epilepsy, Alzheimer's disease and mild cognitive impairment, multiple sclerosis, attention deficit hyperactivity disorder.
Jamie PaikProf. Jamie Paik is founder and director of the Reconfigurable Robotics Lab (RRL) of Swiss Federal Institute of Technology (EPFL) and a core member of Swiss NCCR robotics group. The RRL leverages expertise in multi-material fabrication and smart material actuation for novel robot designs. She received her PhD in Seoul National University on designing humanoid arm and a hand while being sponsored by Samsung Electronics. This 7-DoF humanoid arm was the lightest in the literature at that time being 3.7kg including the 8-DoF hand. During her Postdoctoral positions in the Institut des Systems Intelligents et de Robotic in Universitat Pierre Marie Curie, Paris VI, she developed laparoscopic tools named JAiMY that are internationally patented and commercialized now by Endocontrol-medical.com. At Harvard University’s Microrobotics Laboratory, she started developing unconventional robots that push the physical limits of material and mechanisms. Her latest research effort is in soft robotics including self-morphing Robogami (robotic origami) that transforms its planar shape to 2D or 3D by folding in predefined patterns and sequences, just like the paper art, origami.
Bárbara Maçães E CostaExpertise
Drawing and cartographyModern environmental history and aestheticsLandscape architecture
Bárbara Maçães Costa is an architect and academic. She studied Architecture at the University of Porto, Drawing at the University of Lisbon, and holds a PhD in Architecture and Sciences of the City from the EPFL. Outside of academia, she works primarily in the fields of landscape and urbanism. Her teaching and research cover these disciplines, with a particular interest in cartography and modern environmental