|
| 1 | +url: https://mc-stan.org/loo/ |
| 2 | +destination: "docs/" |
| 3 | +template: |
| 4 | + package: pkgdownconfig |
| 5 | +development: |
| 6 | + mode: auto |
| 7 | + |
| 8 | +navbar: |
| 9 | + title: "loo" |
| 10 | + |
| 11 | + structure: |
| 12 | + left: [home, vignettes, functions, pkgs, news, stan] |
| 13 | + right: [search, bluesky, twitter, forum, github, lightswitch] |
| 14 | + |
| 15 | + components: |
| 16 | + home: |
| 17 | + icon: fa-home fa-lg |
| 18 | + href: index.html |
| 19 | + vignettes: |
| 20 | + text: Vignettes |
| 21 | + href: articles/index.html |
| 22 | + functions: |
| 23 | + text: Functions |
| 24 | + href: reference/index.html |
| 25 | + pkgs: |
| 26 | + text: Other Packages |
| 27 | + menu: |
| 28 | + - text: rstan |
| 29 | + href: https://mc-stan.org/rstan |
| 30 | + - text: cmdstanr |
| 31 | + href: https://mc-stan.org/cmdstanr |
| 32 | + - text: rstanarm |
| 33 | + href: https://mc-stan.org/rstanarm |
| 34 | + - text: bayesplot |
| 35 | + href: https://mc-stan.org/bayesplot |
| 36 | + - text: shinystan |
| 37 | + href: https://mc-stan.org/shinystan |
| 38 | + - text: projpred |
| 39 | + href: https://mc-stan.org/projpred |
| 40 | + - text: rstantools |
| 41 | + href: https://mc-stan.org/rstantools |
| 42 | + - text: posterior |
| 43 | + href: https://mc-stan.org/posterior |
| 44 | + |
| 45 | +articles: |
| 46 | + - title: Getting started |
| 47 | + desc: | |
| 48 | + These vignettes demonstrate how to use the **loo** package to perform approximate leave-one-out cross-validation or exact K-fold cross-validation for Bayesian models fit using MCMC, compare models on estimated predictive performance on new data, and weight models for averaging predictive distributions. |
| 49 | + contents: |
| 50 | + - loo2-example |
| 51 | + - loo2-weights |
| 52 | + - loo2-with-rstan |
| 53 | + - loo2-elpd |
| 54 | + - title: Additional topics |
| 55 | + desc: | |
| 56 | + These vignettes demonstrate how to use the **loo** package for more complicated scenarios including models with non-factorized likelihoods, forecasting models, models fit to very large datasets, and more. |
| 57 | + contents: |
| 58 | + - loo2-non-factorized |
| 59 | + - loo2-lfo |
| 60 | + - loo2-large-data |
| 61 | + - loo2-moment-matching |
| 62 | + - loo2-mixis |
| 63 | + - title: Frequently asked questions |
| 64 | + contents: |
| 65 | + - faq |
| 66 | + |
| 67 | +external-articles: |
| 68 | + - name: faq |
| 69 | + title: Cross-validation FAQ |
| 70 | + description: Answers to frequently asked questions about cross-validation and the **loo** package (links to external site). |
| 71 | + href: https://users.aalto.fi/~ave/CV-FAQ.html |
| 72 | + |
| 73 | +reference: |
| 74 | + - title: Package description, glossary, and included data sets |
| 75 | + contents: |
| 76 | + - loo-package |
| 77 | + - loo-glossary |
| 78 | + - loo-datasets |
| 79 | + - title: Approximate LOO-CV |
| 80 | + desc: | |
| 81 | + Approximate LOO-CV, Pareto smoothed importance sampling (PSIS), and diagnostics. |
| 82 | + contents: |
| 83 | + - loo |
| 84 | + - loo_subsample |
| 85 | + - loo_approximate_posterior |
| 86 | + - loo_moment_match |
| 87 | + - loo_moment_match_split |
| 88 | + - E_loo |
| 89 | + - psis |
| 90 | + - ap_psis |
| 91 | + - tis |
| 92 | + - sis |
| 93 | + - importance_sampling |
| 94 | + - weights.importance_sampling |
| 95 | + - pareto-k-diagnostic |
| 96 | + - title: Model comparison weighting/averaging |
| 97 | + desc: | |
| 98 | + Functions for comparing models and computing model weights via stacking of predictive distributions or pseudo-BMA weighting. |
| 99 | + contents: |
| 100 | + - loo_compare |
| 101 | + - loo_model_weights |
| 102 | + - stacking_weights |
| 103 | + - pseudobma_weights |
| 104 | + - title: Helper functions for K-fold CV |
| 105 | + contents: |
| 106 | + - kfold_split_random |
| 107 | + - kfold_split_stratified |
| 108 | + - kfold_split_grouped |
| 109 | + - kfold |
| 110 | + - elpd |
| 111 | + - title: Other functions |
| 112 | + contents: |
| 113 | + - loo_predictive_metric |
| 114 | + - crps |
| 115 | + - elpd |
| 116 | + - waic |
| 117 | + - extract_log_lik |
| 118 | + - pointwise |
| 119 | + - relative_eff |
| 120 | + - gpdfit |
| 121 | + - starts_with("example_loglik") |
| 122 | + - print.loo |
| 123 | + - nobs.psis_loo_ss |
| 124 | + - obs_idx |
| 125 | + - update.psis_loo_ss |
| 126 | + - title: Deprecated functions |
| 127 | + contents: |
| 128 | + - compare |
| 129 | + - psislw |
0 commit comments