Search Results for author: Raphael Rossellini

Found 2 papers, 2 papers with code

Integrating Uncertainty Awareness into Conformalized Quantile Regression

1 code implementation14 Jun 2023 Raphael Rossellini, Rina Foygel Barber, Rebecca Willett

The reason is that the prediction intervals of CQR do not distinguish between two forms of uncertainty: first, the variability of the conditional distribution of $Y$ given $X$ (i. e., aleatoric uncertainty), and second, our uncertainty in estimating this conditional distribution (i. e., epistemic uncertainty).

Prediction Intervals regression

Beyond Ensemble Averages: Leveraging Climate Model Ensembles for Subseasonal Forecasting

1 code implementation29 Nov 2022 Elena Orlova, Haokun Liu, Raphael Rossellini, Benjamin Cash, Rebecca Willett

This study explores an application of machine learning (ML) models as post-processing tools for subseasonal forecasting.

Feature Importance regression

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