Optimal Transport meets Probability, Statistics and Machine Learning

Videos from BIRS Workshop 17w5093

, Carnegie Mellon University
- 09:55
Consistency of objective functionals in semi-supervised learning
Watch video | Download video: 201705010900-Slepcev.mp4 (217M)
, Massachusetts Institute of Technology
- 11:55
Inference via low-dimensional couplings
Watch video | Download video: 201705011100-Marzouk.mp4 (215M)
, Courant Institute
- 12:53
Explanation of variability through optimal transport
Watch video | Download video: 201705011200-Tabak.mp4 (291M)
, Institut de Mathématiques de Bordeaux
- 13:20
Regularization of Barycenters in the Wasserstein Space
Watch video | Download video: 201705011300-Cazelles.mp4 (121M)
, University of Oxford
- 15:50
Martingale Optimal Transport: at the crossroad of mathematical finance, probability and optimal transport
Watch video | Download video: 201705011500-Obloj.mp4 (226M)
, Oxford University
- 16:57
Numerical computation of martingale optimal transport on real line
Watch video | Download video: 201705011630-Guo.mp4 (100M)
, University of British Columbia
- 17:32
Optimal martingale transport
Watch video | Download video: 201705011703-Kim.mp4 (143M)
, Inria Lorainne
- 09:59
Some algorithmic aspects of semi-discrete optimal transport.
Watch video | Download video: 201705020902-Levy.mp4 (212M)
, University of California, Irvine
- 10:30
Optimal mass transport and density flows
Watch video | Download video: 201705021001-Georgiou.mp4 (139M)
, University of Sussex
- 11:51
Lagrangian schemes for Wasserstein gradient flows
Watch video | Download video: 201705021100-During.mp4 (215M)
, University of Cambridge
- 13:00
The total variation Wasserstein gradient flow
Watch video | Download video: 201705021234-Poon.mp4 (129M)
, Université de Toulouse
- 17:04
Transport based kernels for Gaussian Process Modeling
Watch video | Download video: 201705021632-Loubes.mp4 (152M)
, Universität Potsdam
- 09:34
Optimal transport and its use in data assimilation and sequential Bayesian inference
Watch video | Download video: 201705030903-Reich.mp4 (158M)
, Harvard
- 10:01
Inference in generative models using the Wasserstein distance
Watch video | Download video: 201705030937-Bernton.mp4 (105M)
, Universite Paris Nanterre
- 12:01
Some results about entropic transport
Watch video | Download video: 201705031101-Leonard.mp4 (277M)
, McGill University
- 10:01
PDE approach to regularization in deep learning
Watch video | Download video: 201705040903-Oberman.mp4 (249M)
, Université de Nice Sophia Antipolis
- 10:33
Joint distribution optimal transportation for domain adaptation
Watch video | Download video: 201705041003-Flamary.mp4 (147M)
, Penn State University
- 11:32
New numerical tools for optimal transport and their machine learning applications
Watch video | Download video: 201705041104-Ye.mp4 (99M)
, Michigan State University
- 12:17
On the multi-marginal optimal partial transport and partial barycenter problems
Watch video | Download video: 201705041137-Kitagawa.mp4 (215M)
, University of Twente
- 13:00
Combined modelling of optimal transport and segmentation
Watch video | Download video: 201705041230-Brune.mp4 (130M)