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Thomas Mittelholzer

1 accepted papers

2019

Linear-Complexity Data-Parallel Earth Mover’s Distance Approximations

ICML 2019oral

The Earth Mover’s Distance (EMD) is a state-of-the art metric for comparing discrete probability distributions, but its high distinguishability comes at a high cost in computational complexity. Even though linear-complexity approximation algorithms have been proposed to improve its scalability, thes…