Search Results for author: Nicolas Dewolf

Found 2 papers, 2 papers with code

Heteroskedastic conformal regression

1 code implementation15 Sep 2023 Nicolas Dewolf, Bernard De Baets, Willem Waegeman

Conformal prediction, and split conformal prediction as a specific implementation, offer a distribution-free approach to estimating prediction intervals with statistical guarantees.

Conformal Prediction Prediction Intervals +1

Valid prediction intervals for regression problems

1 code implementation1 Jul 2021 Nicolas Dewolf, Bernard De Baets, Willem Waegeman

Over the last few decades, various methods have been proposed for estimating prediction intervals in regression settings, including Bayesian methods, ensemble methods, direct interval estimation methods and conformal prediction methods.

Conformal Prediction Prediction Intervals +2

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