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Katya Scheinberg
Georgia Tech
Katya Scheinberg is a Coca-Cola Foundation Chair and Professor at the H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology. Prior to joining Georgia Tech she held positions at Cornell and Lehigh Universities and at IBM T.J. Watson Research Center. She attended Moscow University for her undergraduate studies and received her PhD degree from Columbia University. Katya\’s main research areas are related to developing practical algorithms (and their theoretical analysis) for various problems in continuous optimization, such as convex optimization, derivative free optimization, machine learning, quadratic programming, etc. She is an Informs Fellow, a recipient of the Lagrange Prize from SIAM and MOS, the Farkas Prize from Informs Optimization Society and the Outstanding Simulation Publication award from Informs Simulation Society. Katya is currently the editor-in-chief of Mathematics of Operations Research, and co-editor of Mathematical Programming. She is a Chair-Elect of the Mathematical Optimization Society.
Pierre Pinson
Imperial College London
Pierre Pinson is the Chair of Data-Centric Design Engineering at Imperial College London, Dyson school of Design Engineering, and Deputy-Head of the School. He is a Chief Scientist at Halfspace, as well as a Professor of Operations Research and Analytics at the Technical University of Denmark. He acts as Editor-in-Chief of the International Journal of Forecasting. His focus areas cover forecasting, optimization and game theory, with power and energy systems as one of the main application areas. He has received the INFORMS Franz Edelman Award 2024 with Molslinjen and Halfspace, for OR and analytics application to passenger ferry operations. He is seen as a leading figure internationally within predictive analytics.
The course is organized by the Transport and Mobility Laboratory, EPFL.
The objective of the Winter School is to expose the audience to modern topics on Data Science, Optimization and Operations Research. Every year, two prominent researchers are invited to provide tutorials on selected topics, and to discuss some of their recent research with the students. Designed for doctoral education, the course is open to academic researchers (professors, researchers, PhD students) and professionals (from industry and public authorities), interested in optimization and operations research. The course is organized by Prof. Michel Bierlaire, Transport and Mobility Laboratory (TRANSP-OR), School of Architecture, Civil and Environmental Engineering (ENAC), Ecole Polytechnique de Lausanne (EPFL). It takes place in Zinal, a ski resort in the Swiss Alps. The special environment triggers a specific atmosphere that encourages scientific and personal exchanges among the participants. In addition to the lectures, workshops will be organized every day where the students will have the opportunity to work on recent papers of the invited lecturers, under their guidance.
The course is designed for academic researchers (professors, researchers, PhD students) and for professionals (from industry and public authorities) interested in data science, optimization and operations research. It is not an introductory course. Therefore, it is expected that participants have a background in statistics, optimization and operations research.
Register
| Regular registration: | 510 CHF |
| Students and staff from Swiss universities: | 255 CHF |
The tuition fee includes: the participation to the lectures, the participation to the workshops, the coffee breaks, the welcome cocktail on Sunday, the conference dinner on Thursday. The event is financially supported by the Ecole Polytechnique Fédérale de Lausanne.
Venue and accommodation
The winter school will take place at Hotel Europe in Zinal.
- Welcome cocktail on Sunday at 18:30: main restaurant of the hotel.
- Lectures and workshops: level -2 of the hotel, in the sport hall.
- Coffee breaks: main restaurant of the hotel.
- Banquet dinner on Thursday: main restaurant of the hotel.
We recommend the participants to stay at the hotel Europe. Book directly at the hotel, and mention that you are participating to the seminar. If you are not staying at Hotel Europe, you may want to join us for dinner. In that case, please mention it to the hotel.
ECTS
The course is worth 2 ECTS credits. The students who need to be evaluated to obtain the credit must inform the organizer during registration. In order to obtain the credit, the students must participate to the lectures, participate to the workshops, provide an oral presentation, submit a report. The students will be organized by groups. A scientific paper authored by one of the lecturers will be assigned to each group. During the workshops, the students will have the opportunity to interact with the author of the paper. An oral presentation of the paper by the group will be organized.
After the course, each student will prepare a technical report on a topic related to the course. The topic cannot be associated with the same lecturer as the paper presented during the workshop. This is personal work, and the topic should be approved by the lecturer during the workshop. The report should summarize the topic, provide a literature review, and a personal discussion about the topic (strengths and weaknesses, potential applications, possible extensions, etc.) The objective is to show that the students have understood the concepts, and are able to be critical about it. The report does not need to be long (about 10-15 pages).
The workload for the course is 15 hours of lectures, 8 hours of workshop, preparation of the presentations, report writing.
Lectures schedule
| From | To | Monday | Tuesday | Wednesday | Thursday | Friday |
|---|---|---|---|---|---|---|
| 8:30 | 10:00 | Katya | Pierre | Katya | Pierre | Katya |
| 10:00 | 10:30 | Coffee break | ||||
| 10:30 | 12:00 | Pierre | Katya | Pierre | Katya | Pierre |
| 12:00 | 17:00 | Sport and discussions | ||||
| 17:00 | 19:00 | Workshop | Workshop | Presentations | Presentations | |
| 19:00 | Dinner | |||||
List of participants
- Bierlaire Michel, EPFL (CH)