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Local 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

Local regression

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

Distributional Regression and Autoregression via Optimal Transport

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

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

Minimax rate for optimal transport regression between distributions

Distribution-on-distribution regression via optimal transport maps

Inference and Computation for Sparsely Sampled Random Surfaces

KPC: Learning-Based Model Predictive Control with Deterministic Guarantees

Gaussian Process Regression for Materials and Molecules

Deep Learning with Convolutional Neural Network for Proportional Control of Finger Movements from surface EMG Recordings

Inference and Computation for Sparsely Sampled Random Surfaces

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

KPC: Learning-Based Model Predictive Control with Deterministic Guarantees

Minimax rate for optimal transport regression between distributions

Deep Learning with Convolutional Neural Network for Proportional Control of Finger Movements from surface EMG Recordings

Gaussian Process Regression for Materials and Molecules

Distribution-on-distribution regression via optimal transport maps