Concept

Robust regression

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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

Robust regression

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Distributional Regression and Autoregression via Optimal Transport

Small area vulnerability, household food insecurity and child malnutrition in Medellin, Colombia: results from a repeated cross-sectional study

Price discrimination with robust beliefs

Regularization for distributionally robust state estimation and prediction

Robust Estimation of the Microstructure of the Early Developing Brain Using Deep Learning

Assessing real-world gait with digital technology? Validation, insights and recommendations from the Mobilise-D consortium

Adequacy of stationary measurements as proxies for residential personal exposure to gaseous and particle air pollutants

The hunt for the Karman 'constant' revisited

Comparison of regression techniques for generating surrogate models to predict the thermodynamic behavior of biomass gasification systems

Comparison of regression techniques for generating surrogate models to predict the thermodynamic behavior of biomass gasification systems

Price discrimination with robust beliefs

Small area vulnerability, household food insecurity and child malnutrition in Medellin, Colombia: results from a repeated cross-sectional study

Distributional Regression and Autoregression via Optimal Transport

Regularization for distributionally robust state estimation and prediction

Assessing real-world gait with digital technology? Validation, insights and recommendations from the Mobilise-D consortium

Robust Estimation of the Microstructure of the Early Developing Brain Using Deep Learning

Adequacy of stationary measurements as proxies for residential personal exposure to gaseous and particle air pollutants

The hunt for the Karman 'constant' revisited

Comparison of regression techniques for generating surrogate models to predict the thermodynamic behavior of biomass gasification systems

Comparison of regression techniques for generating surrogate models to predict the thermodynamic behavior of biomass gasification systems