2 citations · 2 across the 3 of their papers we have counts for
4 papers
Transportation of Measure Regression in Higher Dimensions
Laya Ghodrati, Victor M. Panaretos
We present an optimal transport framework for performing regression when both the covariate and the response are probability distributions on a compact Euclidean subset $Ω\subset\m…
On Distributional Autoregression and Iterated Transportation
Laya Ghodrati, Victor M. Panaretos
We consider the problem of defining and fitting models of autoregressive time series of probability distributions on a compact interval of . An order- autoregressive…
Minimax Rate for Optimal Transport Regression Between Distributions
Laya Ghodrati, Victor M. Panaretos
Distribution-on-distribution regression considers the problem of formulating and estimating a regression relationship where both covariate and response are probability distribution…
Distribution-on-Distribution Regression via Optimal Transport Maps
Laya Ghodrati, Victor M. Panaretos
We present a framework for performing regression when both covariate and response are probability distributions on a compact interval . Our regression model is…