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An adaptive filter robust to data uncertainties

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Distributional Regression and Autoregression via Optimal Transport

Laya Ghodrati

We present a framework for performing regression when both covariate and response are probability distributions on a compact and convex subset of

\R^d

. Our regression model is based on the theory of optimal transport and links the conditional Fr'echet m ...

EPFL2023

An adaptive filter robust to data uncertainties

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Chat with Graph Search

Distributional Regression and Autoregression via Optimal Transport

Reliable uncertainties: Error correlation, rotated error bars, and linear regressions in three-isotope plots and beyond

Bayes-optimal Learning of Deep Random Networks of Extensive-width

Adaptive Fingers Coordination for Robust Grasp and In-Hand Manipulation Under Disturbances and Unknown Dynamics

Policy Gradient Algorithms for Robust MDPs with Non-Rectangular Uncertainty Sets

Distribution-on-distribution regression via optimal transport maps

Linear regression analysis of regional mean speed of Athens city network using drone data: A multi-modal approach

Gaussian Process Regression for Materials and Molecules

Model Based Navigation of Delta-Wing UAV - In-Flight Calibration and Autonomous Performance

Aerosol formation and growth rates from chamber experiments using Kalman smoothing

Reliable uncertainties: Error correlation, rotated error bars, and linear regressions in three-isotope plots and beyond

Adaptive Fingers Coordination for Robust Grasp and In-Hand Manipulation Under Disturbances and Unknown Dynamics

Bayes-optimal Learning of Deep Random Networks of Extensive-width

Distributional Regression and Autoregression via Optimal Transport

Distribution-on-distribution regression via optimal transport maps

Aerosol formation and growth rates from chamber experiments using Kalman smoothing

Gaussian Process Regression for Materials and Molecules

Linear regression analysis of regional mean speed of Athens city network using drone data: A multi-modal approach

Model Based Navigation of Delta-Wing UAV - In-Flight Calibration and Autonomous Performance

Policy Gradient Algorithms for Robust MDPs with Non-Rectangular Uncertainty Sets