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Régression polynomiale

Publications associées (32)

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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

Régression polynomiale

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Machine learning models for prediction of electrochemical properties in supercapacitor electrodes using MXene and graphene nanoplatelets

Quantifying the Unknown: Data-Driven Approaches and Applications in Energy Systems

Climatic and Economic Background Determine the Disparities in Urbanites’ Expressed Happiness during the Summer Heat

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

Distributional Regression and Autoregression via Optimal Transport

Local Kernel Regression and Neural Network Approaches to the Conformational Landscapes of Oligopeptides

Accelerated SGD for Non-Strongly-Convex Least Squares

Minimax rate for optimal transport regression between distributions

Validation of a Non-invasive Inverse Problem-Solving Method for Stroke Volume

Distribution-on-distribution regression via optimal transport maps

Machine learning models for prediction of electrochemical properties in supercapacitor electrodes using MXene and graphene nanoplatelets

Quantifying the Unknown: Data-Driven Approaches and Applications in Energy Systems

Distributional Regression and Autoregression via Optimal Transport

Accelerated SGD for Non-Strongly-Convex Least Squares

Validation of a Non-invasive Inverse Problem-Solving Method for Stroke Volume

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

Local Kernel Regression and Neural Network Approaches to the Conformational Landscapes of Oligopeptides

Distribution-on-distribution regression via optimal transport maps

Climatic and Economic Background Determine the Disparities in Urbanites’ Expressed Happiness during the Summer Heat

Minimax rate for optimal transport regression between distributions