Mixed L-2-Wasserstein optimal mapping between prescribed density functions

Citation
Jd. Benamou et Y. Brenier, Mixed L-2-Wasserstein optimal mapping between prescribed density functions, J OPTIM TH, 111(2), 2001, pp. 255-271
Citations number
7
Categorie Soggetti
Engineering Mathematics
Journal title
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS
ISSN journal
00223239 → ACNP
Volume
111
Issue
2
Year of publication
2001
Pages
255 - 271
Database
ISI
SICI code
0022-3239(200111)111:2<255:MLOMBP>2.0.ZU;2-F
Abstract
A time-dependent minimization problem for the computation of a mixed L-2-Wa sserstein distance between two prescribed density functions is introduced i n the spirit of Ref. 1 for the classical Wasserstein distance. The optimum of the cost function corresponds to an optimal mapping between prescribed i nitial and final densities. We enforce the final density conditions through a penalization term added to our cost function. A conjugate gradient metho d is used to solve this relaxed problem. We obtain an algorithm which compu tes an interpolated L-2-Wasserstein distance between two densities and the corresponding optimal mapping.