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loo
View on CRAN: Click
here
Download and install loo package within the R console
Install from CRAN:
install.packages("loo")
Install from Github:
library("remotes")
install_github("cran/loo")
Install by package version:
library("remotes")
install_version("loo", "2.8.0")
Attach the package and use:
library("loo")
Maintained by
Jonah Gabry
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
10.32614/CRAN.package.loo . https://github.com/stan-dev/loo/issues . https://mc-stan.org/loo/ . loo citation info . loo results . loo.pdf . Holdout validation and K-fold cross-validation of Stan programs with the loo package . Using the loo package . Writing Stan programs for use with the loo package . loo_2.8.0.tar.gz . loo_2.8.0.zip . loo_2.8.0.zip . loo_2.8.0.zip . loo_2.8.0.tgz . loo_2.8.0.tgz . loo_2.8.0.tgz . loo_2.8.0.tgz . loo_2.8.0.tgz . loo_2.8.0.tgz . loo archive . https://CRAN.R-project.org/package=loo .
First Published: 2015-06-26
Latest Update: 2024-02-24
Description:
Efficient approximate leave-one-out cross-validation (LOO)
for Bayesian models fit using Markov chain Monte Carlo, as
described in Vehtari, Gelman, and Gabry (2017)
.
The approximation uses Pareto smoothed importance sampling (PSIS),
a new procedure for regularizing importance weights.
As a byproduct of the calculations, we also obtain approximate
standard errors for estimated predictive errors and for the comparison
of predictive errors between models. The package also provides methods
for using stacking and other model weighting techniques to average
Bayesian predictive distributions.
How to cite:
Jonah Gabry (2015). loo: Efficient Leave-One-Out Cross-Validation and WAIC for Bayesian Models. R package version 2.8.0, https://cran.r-project.org/web/packages/loo. Accessed 10 Apr. 2025.
Previous versions and publish date:
0.1.0 (2015-06-26 10:55), 0.1.2 (2015-07-17 00:18), 0.1.3 (2015-09-18 08:58), 0.1.4 (2015-12-10 09:49), 0.1.5 (2016-02-12 07:41), 0.1.6 (2016-03-23 22:30), 1.0.0 (2016-12-16 08:33), 1.1.0 (2017-03-27 17:21), 2.0.0 (2018-04-11 14:35), 2.1.0 (2019-03-13 22:40), 2.2.0 (2019-12-19 10:40), 2.3.0 (2020-07-07 14:50), 2.3.1 (2020-07-15 00:50), 2.4.0 (2020-12-05 02:20), 2.4.1 (2020-12-09 23:50), 2.5.0 (2022-03-16 17:10), 2.5.1 (2022-03-24 11:30), 2.6.0 (2023-03-31 11:20), 2.7.0 (2024-02-25 00:20)
Other packages that cited loo R package
View loo citation profile
Other R packages that loo depends,
imports, suggests or enhances
Complete documentation for loo
Functions, R codes and Examples using
the loo R package
Some associated functions: E_loo . ap_psis . compare . crps . dot-compute_point_estimate . dot-ndraws . dot-thin_draws . elpd . example_loglik_array . extract_log_lik . find_model_names . gpdfit . importance_sampling.array . importance_sampling.default . importance_sampling.matrix . importance_sampling . kfold-generic . kfold-helpers . loo-datasets . loo-glossary . loo-package . loo . loo_approximate_posterior . loo_compare . loo_model_weights . loo_moment_match . loo_moment_match_split . loo_predictive_metric . loo_subsample . nlist . nobs.psis_loo_ss . obs_idx . old-extractors . parallel_psis_list . pareto-k-diagnostic . print.loo . print_dims . psis . psis_approximate_posterior . psislw . relative_eff . sis . tis . update.psis_loo_ss . waic . weights.importance_sampling .
Some associated R codes: E_loo.R . compare.R . crps.R . datasets.R . diagnostics.R . effective_sample_sizes.R . elpd.R . example_log_lik_array.R . extract_log_lik.R . gpdfit.R . helpers.R . importance_sampling.R . kfold-generic.R . kfold-helpers.R . loo-glossary.R . loo-package.R . loo.R . loo_approximate_posterior.R . loo_compare.R . loo_compare.psis_loo_ss_list.R . loo_model_weights.R . loo_moment_matching.R . loo_predictive_metric.R . loo_subsample.R . print.R . psis.R . psis_approximate_posterior.R . psislw.R . sis.R . split_moment_matching.R . tis.R . waic.R . zzz.R . Full loo package functions and examples
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