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brms

swMATH ID: 19099
Software Authors: Paul-Christian Bürkner
Description: R package brms. brms: Bayesian Regression Models using Stan. Fit Bayesian generalized (non-)linear multilevel models using Stan for full Bayesian inference. A wide range of distributions and link functions are supported, allowing users to fit – among others – linear, robust linear, binomial, Poisson, survival, response times, ordinal, zero-inflated, hurdle, and even non-linear models all in a multilevel context. Further modeling options include auto-correlation and smoothing terms, user defined dependence structures, censored data, meta-analytic standard errors, and quite a few more. In addition, all parameters of the response distribution can be predicted in order to perform distributional regression. Prior specifications are flexible and explicitly encourage users to apply prior distributions that actually reflect their beliefs. In addition, model fit can easily be assessed and compared with posterior predictive checks and leave-one-out cross-validation.
Homepage: https://cran.r-project.org/web/packages/brms/index.html
Source Code:  https://github.com/cran/brms
Dependencies: R
Keywords: R; Journal of Statistical Software; CRAN; R package; brms; Bayesian Regression Models; Stan; Bayesian inference; item response theory
Related Software: R; Stan; lme4; rstanarm; JAGS; RStan; loo; BayesDA; ggplot2; nlme; MCMCglmm; rstan; WinBUGS; bayesplot; mgcv; VGAM; MASS (R); rethinking; lavaan; CODA
Cited in: 36 Documents

Standard Articles

2 Publications describing the Software Year
Bayesian Item Response Modeling in R with brms and Stan Link
Paul-Christian Burkner
2021
brms: An R Package for Bayesian Multilevel Models Using Stan Link
Paul-Christian Bürkner
2017
all top 5

Cited by 101 Authors

6 Bürkner, Paul-Christian
4 Vehtari, Aki
2 Gabry, Jonah
2 Mulder, Joris
1 Aguilar, Javier Enrique
1 Alkhairy, Ibrahim
1 Andersen, Michael Riis
1 Arnold, Martin C.
1 Bao, Le
1 Becker, Benjamin
1 Bibby, Bo Martin
1 Bonat, Wagner Hugo
1 Briz-Redón, Álvaro
1 Calcagnì, Antonio
1 Cao, Niccolò
1 Caris, An
1 Chen, Tom
1 Choy, Samantha Low
1 Cohen, Reuven Zev
1 Coombes, Jacqueline
1 Corstjens, J.
1 Cowell, Rosemary A.
1 Davison, Anthony C.
1 Degani, Emanuele
1 Depaire, Benoît
1 Dias, Ronaldo
1 El-Bachir, Yousra
1 Ensor, Katherine Bennett
1 Graves, Benjamin
1 Hanck, Christoph
1 Helske, Jouni
1 Himmelstein, Mark
1 Hong, Maxwell R.
1 Horta, Ana
1 Huber, David E.
1 Hui, Francis K. C.
1 Jacobucci, Ross
1 Karvanen, Juha
1 Kendal, Jeremy R.
1 Kendal, Rachel L.
1 König, Christoph M.
1 Kosar, Justin
1 Krainski, Elias T.
1 Kristensen, Simon Bang
1 Kröker, Ilja
1 Laga, Ian
1 Laureano, Henrique Aparecido
1 Lombardi, Luigi
1 Maestrini, Luca
1 Mateu, Jorge
1 McManus, Scott
1 Mei, Yajun
1 Merkle, Edgar C.
1 Migon, Helio S.
1 Montes, Francisco
1 Morgan, Thomas J. H.
1 Murray, Justine V.
1 Niu, Xiaoyue
1 Novitsky, Vladimir
1 Nowak, Wolfgang
1 Oberski, Daniel L.
1 Oladyshkin, Sergey
1 Paasiniemi, Markus
1 Pagani Zanini, Carlos Tadeu
1 Parreira da Silva, Guilherme
1 Peermohamed, Shaqil
1 Petterle, Ricardo Rasmussen
1 Pettitt, Anthony N.
1 Piironen, Juho
1 Possolo, Antonio
1 Raath, Kim C.
1 Radev, Stefan T.
1 Rahman, Azizur
1 Rana, Masud
1 Ribeiro, Paulo Justiniano jun.
1 Riutort-Mayol, Gabriel
1 Rosseel, Yves
1 Rubaltelli, Enrico
1 Rue, Håvard
1 Rustand, Denis
1 Sadil, Patrick
1 Sandberg, Kristian
1 Scholz, Maximilian
1 Solin, Arno
1 Sörensen, Kenneth
1 Tanaka, Emi
1 Tian, Hongzhen
1 Toczydłowska, Dorota
1 Ulitzsch, Esther
1 Valkonen, Lauri
1 Van de Vyver, Julie
1 van Erp, Sara
1 van Niekerk, Janet
1 Wand, Matthew P.
1 Wang, Junhu
1 Wang, Rui
1 Wang, Ting
1 Watson, Robin
1 Wollschläger, Daniel
1 Zhang, Chuck
...and 1 more Authors

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