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stat.ML2024
From Conformal Predictions to Confidence Regions
Charles Guille-Escuret, Eugene Ndiaye
Conformal prediction methodologies have significantly advanced the quantification of uncertainties in predictive models. Yet, the construction of confidence regions for model param…
stat.ML2024
Finite Sample Confidence Regions for Linear Regression Parameters Using Arbitrary Predictors
Charles Guille-Escuret, Eugene Ndiaye
We explore a novel methodology for constructing confidence regions for parameters of linear models, using predictions from any arbitrary predictor. Our framework requires minimal a…