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Fast full conformal prediction for multiple test points

Fast full conformal prediction for multiple test points

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_a8327e0bc9974de5a11e6ca8c820f7e6

Fast full conformal prediction for multiple test points

About this item

Full title

Fast full conformal prediction for multiple test points

Publisher

AIMS Press

Journal title

AIMS Mathematics, 2025-03, Vol.10 (3), p.5143-5157

Language

English

Formats

Publication information

Publisher

AIMS Press

More information

Scope and Contents

Contents

Conformal prediction has emerged as a useful tool for providing valid predictive inference regardless of the data distribution. However, its implementation can be computationally intensive, even for small-scale data sets. Hence, it is typically prohibitive to construct full conformal prediction intervals for multiple test points, which limits its p...

Alternative Titles

Full title

Fast full conformal prediction for multiple test points

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_a8327e0bc9974de5a11e6ca8c820f7e6

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_a8327e0bc9974de5a11e6ca8c820f7e6

Other Identifiers

ISSN

2473-6988

E-ISSN

2473-6988

DOI

10.3934/math.2025236

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