conformalbayes-package: conformalbayes: Jackknife(+) Predictive Intervals for...

conformalbayes-packageR Documentation

conformalbayes: Jackknife(+) Predictive Intervals for Bayesian Models

Description

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Provides functions to construct finite-sample calibrated predictive intervals for Bayesian models, following the approach in Barber et al. (2021) \Sexpr[results=rd]{tools:::Rd_expr_doi("10.1214/20-AOS1965")}. These intervals are calculated efficiently using importance sampling for the leave-one-out residuals. By default, the intervals will also reflect the relative uncertainty in the Bayesian model, using the locally-weighted conformal methods of Lei et al. (2018) \Sexpr[results=rd]{tools:::Rd_expr_doi("10.1080/01621459.2017.1307116")}.

Author(s)

Maintainer: Cory McCartan cmccartan@g.harvard.edu (ORCID)

See Also

Useful links:


CoryMcCartan/conformalbayes documentation built on Nov. 3, 2024, 12:46 a.m.