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year <- sub("-.*", "", meta$Date)
note <- sprintf("R package version %s", meta$Version)
authors <- do.call(c, lapply(meta$Author, as.person))
authors <- grep("\\[cre|\\[aut", authors, value = TRUE)
bibentry(bibtype = "Misc",
title = "loo: Efficient leave-one-out cross-validation and WAIC for Bayesian models",
author = authors,
year = year,
note = note,
url = "https://mc-stan.org/loo/",
header = "To cite the loo R package:"
)
bibentry(bibtype = "Article",
title = "Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC",
author = c(person("Aki", "Vehtari"),
person("Andrew", "Gelman"),
person("Jonah", "Gabry")),
year = "2017",
journal = "Statistics and Computing",
volume = 27,
issue = 5,
pages = "1413--1432",
doi = "10.1007/s11222-016-9696-4",
header = "To cite the loo paper:"
)
bibentry(bibtype = "Article",
title = "Uncertainty in Bayesian leave-one-out cross-validation based model comparison",
author = c(person("Tuomas", "Sivula"),
person("Måns", "Magnusson"),
person("Asael Alonzo", "Matamoros"),
person("Aki", "Vehtari")),
journal = "Bayesian Analysis",
year = "2025",
note = "doi:10.1214/24-BA1453",
header = "To cite when using loo_compare():"
)
bibentry(bibtype = "Article",
title = "Using stacking to average Bayesian predictive distributions",
author = c(person("Yuling", "Yao"),
person("Aki", "Vehtari"),
person("Daniel", "Simpson"),
person("Andrew", "Gelman")),
journal = "Bayesian Analysis",
year = "2018",
volume = 13,
issue = 3,
pages = "917--1007",
doi = "10.1214/17-BA1091",
header = "To cite the stacking paper:"
)
bibentry(
title = "Pareto smoothed importance sampling",
bibtype = "Article",
author = c(
person("Aki", "Vehtari"),
person("Daniel", "Simpson"),
person("Andrew", "Gelman"),
person("Yuling", "Yao"),
person("Jonah", "Gabry")
),
journal = "Journal of Machine Learning Research",
year = 2024,
volume = 25,
number = 72,
pages = "1-58",
header = "To cite Pareto-k diagnostics:"
)
bibentry(
bibtype = "Article",
author = c(
person(given = "Topi", family = "Paananen"),
person(given = "Juho", family = "Piironen"),
person(given = "Paul-Christian", family = "Buerkner"),
person(given = "Aki", family = "Vehtari")
),
title = "Implicitly adaptive importance sampling",
journal = "Statistics and Computing",
volume = 31,
pages = "16",
year = 2021,
header = "To cite moment matching:"
)
bibentry(
bibtype = "InProceedings",
author = c(
person(given = "Måns", family = "Magnusson"),
person(given = "Michael Riis", family = "Andersen"),
person(given = "Johan", family = "Jonasson"),
person(given = "Aki", family = "Vehtari")
),
title = "Leave-One-Out Cross-Validation for Large Data",
booktitle = "Thirty-sixth International Conference on Machine Learning",
publisher = "PMLR",
volume = "97",
pages = "4244-4253",
year = 2019,
header = "To cite subsampling loo:"
)
bibentry(
bibtype = "InProceedings",
author = c(
person(given = "Måns", family = "Magnusson"),
person(given = "Michael Riis", family = "Andersen"),
person(given = "Johan", family = "Jonasson"),
person(given = "Aki", family = "Vehtari")
),
title = "Leave-One-Out Cross-Validation for Model Comparison in Large Data",
booktitle = "Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS)",
publisher = "PMLR",
volume = "108",
pages = "341-351",
year = 2019,
header = "To cite subsampling loo:"
)
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