Yaqing Chen | DeepAI

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∙ 02/12/2022

Depth profiles and the geometric exploration of random objects through optimal transport

We propose new tools for the geometric exploration of data objects takin...

0 Paromita Dubey, et al. ∙

∙ 09/15/2021

Learning delay dynamics for multivariate stochastic processes, with application to the prediction of the growth rate of COVID-19 cases in the United States

Delay differential equations form the underpinning of many complex dynam...

0 Paromita Dubey, et al. ∙

∙ 06/24/2020

Uniform convergence of local Fréchet regression and time warping for metric-space-valued trajectories

For real-valued functional data, it is well known that failure to separa...

0 Yaqing Chen, et al. ∙

∙ 06/17/2020

Wasserstein Regression

The analysis of samples of random objects that do not lie in a vector sp...

0 Yaqing Chen, et al. ∙

∙ 10/15/2018

Rank Dynamics for Functional Data

We study the dynamic behavior of cross-sectional ranks over time for fun...

0 Yaqing Chen, et al. ∙

∙ 09/10/2018

Wasserstein Gradients for the Temporal Evolution of Probability Distributions

Many studies have been conducted on flows of probability measures, often...

0 Yaqing Chen, et al. ∙

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