Statistical Optimal Transport
July 24-25, 2018
The aim of this workshop is to present recent advances at the cutting edge of the theory of optimal transport and modern nonparametric statistics and to discuss tje cooperation between MIT and Skoltech on this topic.
Venue: The conference will be held at the Skolkovo Institute of Science and Technology (Moscow, Nobelya Ulitsa 3).
Registration: The number of participants is limited. Any person wishing to participate must register at the following link: Registration
Program: A preliminary version will be available soon.
Mini-courses (each course comprises two one-hour lectures):
Alexander Kolesnikov (National Research University Higher School of Economics), Mass transportation: the classical Monge-Kantorovich problem and recent developments
Thibaut Le Gouic (Ecole Centrale de Marseille), Curvature and barycentre: application to Wasserstein space
List of participants:
Aden Forrow (MIT)
Alexander Kolesnikov (HSE)
Alexey Kroshnin (IITP RAS)
Thibaut Le Gouic (Ecole Centrale de Marseille)
Alexey Naumov (HSE)
Quentin Paris (HSE)
Philippe Rigollet (MIT)
Vladimir Spokoiny (WIAS, Skoltech, HSE)
Alexandra Suvorikova (WIAS)
Jonathan Weed (MIT)
to be continued…
Program committee: Philippe Rigollet and Vladimir Spokoiny;
Local organizing committee: Alexander Kolesnikov, Vladimir Spokoiny, Alexandra Suvorikova
The workshop is organized by the
Skolkovo Institute of Science and Technology
To learn more about this event and the Structural Learning Group, click here.
Program of events for Tuesday, 24 July:
Time | Speaker | Title | |
9:50 -10:00 | Opening | ||
10:00 – 11:10 | Minicourse 1 | Alexander Kolesnikov, National Research University Higher School of Economics |
Mass transportation: the classical Monge-Kantorovich problem and recent developments |
11:10 – 11:40 | Coffee break | ||
11:40 -12:50 | Invited talks | ||
11:40 – 12:15 | Eugene Stepanov, St. Petersburg Branch of the Steklov Mathematical Institute |
Quantization/optimal location for signed measures |
|
12:15 – 12:50 | Jonathan Weed, Massachusetts Institute of Technology |
Minimax Wasserstein estimation of smooth densities. |
|
12:50 – 14:20 | Lunch | ||
14:20 – 15:30 | Minicourse 2 | Thibaut Le Gouic, Ecole Centrale de Marseille |
Curvature and barycentre: application to Wasserstein space |
15:30 – 16:00 | Coffee break | ||
16:00 – 17:30 | Invited talks | ||
16:00-16:30 | Sebastian Melf Boeckel, Humboldt University Berlin |
Nonparametric multivariate test theory |
|
16:30 – 17:00 | Nikita Gladkov, National Research University Higher School of Economics |
Multidimensional transport problem |
|
17:00 – 17:30 | Alexaey Kroshnin, Institute for Information Transmission Problems |
Central limit theorem in 2-Wasserstein space |
|
17:30 – 20:00 | Welcome party |
Program of events for Wednesday, 25 July:
Time | Speaker | Title | |
10:00 – 11:10 | Minicourse 1 | Alexander Kolesnikov, National Research University Higher School of Economics |
Mass transportation: the classical Monge-Kantorovich problem and recent developments |
11:10 – 11:40 | Coffee break | ||
11:40 -12:50 | Invited talks | ||
11:40 – 12:15 | Franz Besold, Humboldt University Berlin |
Adaptive Nonparametric Clustering |
|
12:15 – 12:50 | Evgeny Burnaev, Skolkovo Institute of Science and Technology |
Anonymous walk embeddings |
|
12:50 – 14:20 | Lunch | ||
14:20 – 15:30 | Minicourse 2 | Thibaut Le Gouic, Ecole Centrale de Marseille |
Curvature and barycentre: application to Wasserstein space |
15:30 – 16:00 | Coffee break | ||
16:00 – 17:00 | Invited talks | ||
16:00-16:30 | Pavel Dvurechensky, Weierstrass Institute for Applied Analysis and Stochastics |
Computational Optimal Transport: Accelerated Gradient Descent vs Sinkhorn’s Algorithm |
|
16:30-17:00 | Darina Dvinskikh, Moscow Institute of Physics and Technology |
Stochastic distributed computation of Wasserstein barycenter |