1 citations · 1 across the 4 of their papers we have counts for
4 papers
On Rank Energy Statistics via Optimal Transport: Continuity, Convergence, and Change Point Detection
Matthew Werenski, Shoaib Bin Masud, James M. Murphy +1
This paper considers the use of recently proposed optimal transport-based multivariate test statistics, namely rank energy and its variant the soft rank energy derived from entropi…
Multivariate rank via entropic optimal transport: sample efficiency and generative modeling
Shoaib Bin Masud, Matthew Werenski, James M. Murphy +1
The framework of optimal transport has been leveraged to extend the notion of rank to the multivariate setting while preserving desirable properties of the resulting goodness-of-fi…
Robust and efficient change point detection using novel multivariate rank-energy GoF test
Shoaib Bin Masud, Shuchin Aeron
In this paper, we use and further develop upon a recently proposed multivariate, distribution-free Goodness-of-Fit (GoF) test based on the theory of Optimal Transport (OT) called t…
Soft and subspace robust multivariate rank tests based on entropy regularized optimal transport
Shoaib Bin Masud, Boyang Lyu, Shuchin Aeron
In this paper, we extend the recently proposed multivariate rank energy distance, based on the theory of optimal transport, for statistical testing of distributional similarity, to…