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Conformal Prediction for Hierarchical Data

stat.ML · 2024-11-20 · conditional · novelty 7.0

Projecting non-conformity scores onto the coherent subspace of a hierarchy makes split-conformal prediction regions smaller while preserving finite-sample coverage, under i.i.d. data and, for the efficiency results, elliptical residual assumptions.

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  • Conformal Prediction for Hierarchical Data stat.ML · 2024-11-20 · conditional · none · ref 1

    Projecting non-conformity scores onto the coherent subspace of a hierarchy makes split-conformal prediction regions smaller while preserving finite-sample coverage, under i.i.d. data and, for the efficiency results, elliptical residual assumptions.