WSGeometry: Geometric Tools Based on Balanced/Unbalanced Optimal Transport
Includes a variety of methods to compute objects related to the 'Wasserstein distance' (also known as 'Kantorovich distance' or 'Earth-Mover distance'). The main effort of this package is to allow for computations of 'Wasserstein barycenter' using regularised, unregularised and stochastic methods. It also provides convenient wrappers to call the 'transport' package with more general inputs. Handy visual tools are provided to showcase, barycenters, animations of optimal transport geodesics and animations of principal components in the 'Wasserstein space'. It also includes tools to compute 'Kantorovich-Rubinstein' distances and barycenters.
Version: |
1.2.1 |
Imports: |
Rcpp, transport, RSpectra, expm, plot3D, imager, grDevices, stats, graphics, lpSolve, Matrix |
LinkingTo: |
RcppArmadillo, Rcpp |
Suggests: |
magick, mvtnorm, Rsymphony |
Published: |
2021-12-14 |
Author: |
Florian Heinemann [aut, cre], Nicholas Bonneel [ctb] |
Maintainer: |
Florian Heinemann <florian.heinemann at uni-goettingen.de> |
License: |
GPL-3 |
NeedsCompilation: |
yes |
CRAN checks: |
WSGeometry results |
Documentation:
Downloads:
Linking:
Please use the canonical form
https://CRAN.R-project.org/package=WSGeometry
to link to this page.