R package citation, R package reverse dependencies, R package scholars, install an r package from GitHub hy is package acceptance pending why is package undeliverable amazon why is package on hold dhl tour packages why in r package r and r package full form why is r free why r is bad which r package to install which r package has which r package which r package version which r package readxl which r package ggplot which r package fread which r package license where is package.json where is package-lock.json where is package.swift where is package explorer in eclipse where is package where is package manager unity where is package installer android where is package manager console in visual studio who r package which r package to install which r package version who is package who is package deal who is package design r and r package full form r and r package meaning what r package has what package r what is package in java what is package what is package-lock.json what is package in python what is package.json what is package installer do r package can't install r packages r can't find package r can't load package can't load xlsx package r can't install psych package r can't install sf package r Write if else in NONMEM pk pd
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
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 06 Jan. 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
Downloads during the last 30 days
Get rewarded with contribution points by
helping add
Reviews / comments / questions /suggestions ↴↴↴
Today's Hot Picks in Authors and Packages
mlr3fairness
Integrates fairness auditing and bias mitigation methods for the 'mlr3' ecosystem.
This includes ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Florian Pfisterer (view profile)
TBFmultinomial
Extends the test-based Bayes factor (TBF) methodology to multinomial regression models and discrete ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Rachel Heyard (view profile)
lmds
A fast dimensionality reduction method scaleable to large numbers of samples.
Landmark Multi-Dime ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Robrecht Cannoodt (view profile)
quickcode
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Obinna Obianom (view profile)
NetSwan
A set of functions for studying network robustness, resilience and vulnerability. ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Serge Lhomme (view profile)
RsqMed
An implementation of calculating the R-squared measure as a total mediation effect size measure and ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Tianzhong Yang (view profile)