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Conformal prediction across scales: Finite-sample coverage with hierarchical efficiency

We propose a multi-scale extension of conformal prediction, an approach that constructs prediction sets with finite-sample coverage guarantees under minimal statistical assumptions. Classic conformal prediction relies on a single notion of “conformity” overlooking the multi-level structures that ari...

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Príomhchruthaitheoirí: Ali Baheri, Marzieh Amiri Shahbazi
Formáid: Artigo
Teanga:Inglês
Foilsithe / Cruthaithe: Elsevier 2025-05-01
Sraith:Results in Applied Mathematics
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Rochtain ar líne:http://www.sciencedirect.com/science/article/pii/S2590037425000536
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