Search Results for author: Matt Y. Cheung

Found 3 papers, 2 papers with code

Regression Conformal Prediction under Bias

1 code implementation7 Oct 2024 Matt Y. Cheung, Tucker J. Netherton, Laurence E. Court, Ashok Veeraraghavan, Guha Balakrishnan

Specifically for absolute residual and quantile-based non-conformity scores, we prove: 1) the upper bound of symmetrically adjusted interval lengths increases by $2|b|$ where $b$ is a globally applied scalar value representing bias, 2) asymmetrically adjusted interval lengths are not affected by bias, and 3) conditions when asymmetrically adjusted interval lengths are guaranteed to be smaller than symmetric ones.

Computed Tomography (CT) Conformal Prediction +5

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