Matricial Wasserstein-1 Distance
- PMID: 29152609
- PMCID: PMC5687101
- DOI: 10.1109/LCSYS.2017.2699319
Matricial Wasserstein-1 Distance
Abstract
We propose an extension of the Wasserstein 1-metric (W1) for density matrices, matrix-valued density measures, and an unbalanced interpretation of mass transport. We use duality theory and, in particular, a "dual of the dual" formulation of W1. This matrix analogue of the Earth Mover's Distance has several attractive features including ease of computation.
References
-
- Rachev ST, Rüschendorf L. Mass Transportation Problems: Volume I: Theory Springer. 1998;1
-
- Benamou JD, Brenier Y. A computational fluid mechanics solution to the Monge-Kantorovich mass transfer problem. Numerische Mathematik. 2000;84(3):375–393.
-
- Villani C. Topics in Optimal Transportation American Mathematical Soc. 2003;58
-
- Tannenbaum E, Georgiou T, Tannenbaum A. Signals and control aspects of optimal mass transport and the boltzmann entropy. Proceedings of the 49th IEEE Conference on Decision and Control IEEE. 2010:1885–1890.
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