Statistical aspects of Wasserstein distances

VM Panaretos, Y Zemel - Annual review of statistics and its …, 2019 - annualreviews.org
Wasserstein distances are metrics on probability distributions inspired by the problem of
optimal mass transportation. Roughly speaking, they measure the minimal effort required to …

[HTML][HTML] {Euclidean, metric, and Wasserstein} gradient flows: an overview

F Santambrogio - Bulletin of Mathematical Sciences, 2017 - Springer
This is an expository paper on the theory of gradient flows, and in particular of those PDEs
which can be interpreted as gradient flows for the Wasserstein metric on the space of …

Equivariant flows: exact likelihood generative learning for symmetric densities

J Köhler, L Klein, F Noé - International conference on …, 2020 - proceedings.mlr.press
Normalizing flows are exact-likelihood generative neural networks which approximately
transform samples from a simple prior distribution to samples of the probability distribution of …

Riemannian flow matching on general geometries

RTQ Chen, Y Lipman - arXiv preprint arXiv:2302.03660, 2023 - arxiv.org
We propose Riemannian Flow Matching (RFM), a simple yet powerful framework for training
continuous normalizing flows on manifolds. Existing methods for generative modeling on …

Optimal transport for applied mathematicians

F Santambrogio - Birkäuser, NY, 2015 - Springer
Why a new book on optimal transport? Were the two books by Fields Medalist Cédric Villani
not enough? And what about the Bible of Gradient Flows, the book by Luigi Ambrosio …

[图书][B] Lectures on optimal transport

L Ambrosio, E Brué, D Semola - 2021 - Springer
This textbook originated from the teaching experience of the first author at the Scuola
Normale Superiore, where a course on optimal transport and its applications has been given …

[图书][B] Topics in optimal transportation

C Villani - 2021 - books.google.com
This is the first comprehensive introduction to the theory of mass transportation with its many—
and sometimes unexpected—applications. In a novel approach to the subject, the book both …

[图书][B] Optimal transport: old and new

C Villani - 2009 - Springer
At the close of the 1980s, the independent contributions of Yann Brenier, Mike Cullen and
John Mather launched a revolution in the venerable field of optimal transport founded by G …

A user's guide to optimal transport

L Ambrosio, A Bressan, D Helbing, A Klar… - … and Optimisation of …, 2013 - Springer
This text is an expanded version of the lectures given by the first author in the 2009 CIME
summer school of Cetraro. It provides a quick and reasonably account of the classical theory …

[图书][B] Topological methods in hydrodynamics

VI Arnold, VI Arnold - 2014 - Springer
A group theoretical approach to hydrodynamics considers hydrodynamics to be the
differential geometry of diffeomorphism groups. The principle of least action implies that the …