An oracle-optimal decision policy for informative conformal prediction sets is calibrated to ensure finite-sample FCR control and delivers higher power than prior methods on classification tasks.
Journal of the American Statistical Association , volume=
2 Pith papers cite this work. Polarity classification is still indexing.
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The weighted Holm procedure (WHP) based on ordered weighted p-values is uniformly more powerful than the weighted alternative Holm procedure (WAP) based on ordered raw p-values, with stronger optimality properties under FWER control.
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Selecting Informative Conformal Prediction Sets with an Optimized FCR-Controlled Approach
An oracle-optimal decision policy for informative conformal prediction sets is calibrated to ensure finite-sample FCR control and delivers higher power than prior methods on classification tasks.
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Weighted Holm Procedures: Theory, Properties, and Recommendations
The weighted Holm procedure (WHP) based on ordered weighted p-values is uniformly more powerful than the weighted alternative Holm procedure (WAP) based on ordered raw p-values, with stronger optimality properties under FWER control.