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Sparsest piecewise-linear regression of one-dimensional data

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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

Sparsest piecewise-linear regression of one-dimensional data

Graph Chatbot

Chat with Graph Search

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

Distributional Regression and Autoregression via Optimal Transport

Acute TNF alpha levels predict cognitive impairment 6-9 months after COVID-19 infection

(S)GD over Diagonal Linear Networks: Implicit Regularisation, Large Stepsizes and Edge of Stability

Distribution-on-distribution regression via optimal transport maps

Minimax rate for optimal transport regression between distributions

Fast screening of covariates in population models empowered by machine learning

Improving sample and feature selection with principal covariates regression

Adaptive hot water production based on Supervised Learning

A Global-Local Approach For Detecting Hotspots In Multiple-Response Regression

Distributional Regression and Autoregression via Optimal Transport

(S)GD over Diagonal Linear Networks: Implicit Regularisation, Large Stepsizes and Edge of Stability

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

Acute TNF alpha levels predict cognitive impairment 6-9 months after COVID-19 infection

Adaptive hot water production based on Supervised Learning

Distribution-on-distribution regression via optimal transport maps

Fast screening of covariates in population models empowered by machine learning

Minimax rate for optimal transport regression between distributions

A Global-Local Approach For Detecting Hotspots In Multiple-Response Regression

Improving sample and feature selection with principal covariates regression