2.1k citations · 2.4k across the 35 of their papers we have counts for
3 papers · 1 filter
Outcome Based Matching
Jonathan Bates, Alexander Cloninger
We propose a method to reduce variance in treatment effect estimates in the setting of high-dimensional data. In particular, we introduce an approach for learning a metric to be us…
Two-sample Statistics Based on Anisotropic Kernels
Xiuyuan Cheng, Alexander Cloninger, Ronald R. Coifman
The paper introduces a new kernel-based Maximum Mean Discrepancy (MMD) statistic for measuring the distance between two distributions given finitely-many multivariate samples. When…
People Mover's Distance: Class level geometry using fast pairwise data adaptive transportation costs
Alexander Cloninger, Brita Roy, Carley Riley +1
We address the problem of defining a network graph on a large collection of classes. Each class is comprised of a collection of data points, sampled in a non i.i.d. way, from some…