CRAN/E | conformalbayes

conformalbayes

Jackknife(+) Predictive Intervals for Bayesian Models

Installation

About

Provides functions to construct finite-sample calibrated predictive intervals for Bayesian models, following the approach in Barber et al. (2021) 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) doi:10.1080/01621459.2017.1307116.

github.com/CoryMcCartan/conformalbayes
corymccartan.com/conformalbayes/
Bug report File report

Key Metrics

Version 0.1.2
Published 2022-08-12 626 days ago
Needs compilation? no
License MIT
License File
CRAN checks conformalbayes results

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Maintainer

Maintainer

Cory McCartan

cmccartan@g.harvard.edu

Authors

Cory McCartan

aut / cre

Material

README
NEWS
Reference manual
Package source

Vignettes

conformalbayes

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

conformalbayes archive

Imports

cli
rstantools
loo
matrixStats

Suggests

rstanarm
brms
testthat ≥ 3.0.0
ggplot2
knitr
rmarkdown