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7b6f3f46b4a04399ae01468b322bd8eb7c242f45 Mon Sep 17 00:00:00 2001 From: The Open Journals editorial robot <89919391+editorialbot@users.noreply.github.com> Date: Mon, 30 Sep 2024 21:45:32 +0100 Subject: [PATCH 2/3] Creating 10.21105.joss.06822.crossref.xml --- joss.06822/10.21105.joss.06822.crossref.xml | 399 ++++++++++++++++++++ 1 file changed, 399 insertions(+) create mode 100644 joss.06822/10.21105.joss.06822.crossref.xml diff --git a/joss.06822/10.21105.joss.06822.crossref.xml b/joss.06822/10.21105.joss.06822.crossref.xml new file mode 100644 index 0000000000..41417c081d --- /dev/null +++ b/joss.06822/10.21105.joss.06822.crossref.xml @@ -0,0 +1,399 @@ + + + + 20240930204508-bbc8b327bbe2f7ab8aadf14ff2d3e5b8419a3daa + 20240930204508 + + JOSS Admin + admin@theoj.org + + The Open Journal + + + + + Journal of Open Source Software + JOSS + 2475-9066 + + 10.21105/joss + https://joss.theoj.org + + + + + 09 + 2024 + + + 9 + + 101 + + + + Additive Bayesian Networks + + + + Matteo + Delucchi + https://orcid.org/0000-0002-9327-1496 + + + Jonas I. + Liechti + https://orcid.org/0000-0003-3447-3060 + + + Georg R. + Spinner + https://orcid.org/0000-0001-9640-8155 + + + Reinhard + Furrer + https://orcid.org/0000-0002-6319-2332 + + + + 09 + 30 + 2024 + + + 6822 + + + 10.21105/joss.06822 + + + http://creativecommons.org/licenses/by/4.0/ + http://creativecommons.org/licenses/by/4.0/ + http://creativecommons.org/licenses/by/4.0/ + + + + Software archive + 10.5281/zenodo.13788885 + + + GitHub review issue + https://github.com/openjournals/joss-reviews/issues/6822 + + + + 10.21105/joss.06822 + https://joss.theoj.org/papers/10.21105/joss.06822 + + + https://joss.theoj.org/papers/10.21105/joss.06822.pdf + + + + + + Bayesian network modeling applied to feline +calicivirus infection among cats in Switzerland + Kratzer + Frontiers in Veterinary +Science + 7 + 10.3389/fvets.2020.00073 + 2297-1769 + 2020 + Kratzer, G., Lewis, F. I., Willi, B., +Meli, M. L., Boretti, F. S., Hofmann-Lehmann, R., Torgerson, P., Furrer, +R., & Hartnack, S. (2020). Bayesian network modeling applied to +feline calicivirus infection among cats in Switzerland. Frontiers in +Veterinary Science, 7. +https://doi.org/10.3389/fvets.2020.00073 + + + Information-theoretic scoring rules to learn +additive Bayesian network applied to epidemiology + Kratzer + arXiv:1808.01126 [cs, stat] + 10.48550/arXiv.1808.01126 + 2018 + Kratzer, G., & Furrer, R. (2018). +Information-theoretic scoring rules to learn additive Bayesian network +applied to epidemiology. arXiv:1808.01126 [Cs, Stat]. +https://doi.org/10.48550/arXiv.1808.01126 + + + Comparison between generalized linear +modelling and additive Bayesian network; identification of factors +associated with the incidence of antibodies against Leptospira +interrogans sv Pomona in meat workers in New Zealand + Pittavino + Acta Tropica + 173 + 10.1016/j.actatropica.2017.04.034 + 0001-706X + 2017 + Pittavino, M., Dreyfus, A., Heuer, +C., Benschop, J., Wilson, P., Collins-Emerson, J., Torgerson, P. R., +& Furrer, R. (2017). Comparison between generalized linear modelling +and additive Bayesian network; identification of factors associated with +the incidence of antibodies against Leptospira interrogans sv Pomona in +meat workers in New Zealand. Acta Tropica, 173, 191–199. +https://doi.org/10.1016/j.actatropica.2017.04.034 + + + Additive Bayesian networks for antimicrobial +resistance and potential risk factors in non-typhoidal Salmonella +isolates from layer hens in Uganda + Hartnack + BMC Veterinary Research + 15 + 10.1186/s12917-019-1965-y + 1746-6148 + 2019 + Hartnack, S., Odoch, T., Kratzer, G., +Furrer, R., Wasteson, Y., L’Abée-Lund, T. M., & Skjerve, E. (2019). +Additive Bayesian networks for antimicrobial resistance and potential +risk factors in non-typhoidal Salmonella isolates from layer hens in +Uganda. BMC Veterinary Research, 15, 212. +https://doi.org/10.1186/s12917-019-1965-y + + + Bayesian network analysis reveals the +interplay of intracranial aneurysm rupture risk factors + Delucchi + Computers in Biology and +Medicine + 147 + 10.1016/j.compbiomed.2022.105740 + 0010-4825 + 2022 + Delucchi, M., Spinner, G. R., +Scutari, M., Bijlenga, P., Morel, S., Friedrich, C. M., Furrer, R., +& Hirsch, S. (2022). Bayesian network analysis reveals the interplay +of intracranial aneurysm rupture risk factors. Computers in Biology and +Medicine, 147, 105740. +https://doi.org/10.1016/j.compbiomed.2022.105740 + + + Additive Bayesian network modeling with the R +package abn + Kratzer + Journal of Statistical +Software + 105 + 10.18637/jss.v105.i08 + 1548-7660 + 2023 + Kratzer, G., Lewis, F. I., Comin, A., +Pittavino, M., & Furrer, R. (2023). Additive Bayesian network +modeling with the R package abn. Journal of Statistical Software, 105, +1–41. https://doi.org/10.18637/jss.v105.i08 + + + Causal inference using graphical models with +the R package pcalg + Kalisch + Journal of Statistical +Software + 1 + 47 + 10.18637/jss.v047.i11 + 1548-7660 + 2012 + Kalisch, M., Mächler, M., Colombo, +D., Maathuis, M. H., & Bühlmann, P. (2012). Causal inference using +graphical models with the R package pcalg. Journal of Statistical +Software, 47(1), 1–26. +https://doi.org/10.18637/jss.v047.i11 + + + deal: A package for learning Bayesian +networks + Boettcher + Journal of Statistical +Software + 8 + 10.18637/jss.v008.i20 + 1548-7660 + 2003 + Boettcher, S. G., & Dethlefsen, +C. (2003). deal: A package for learning Bayesian networks. Journal of +Statistical Software, 8, 1–40. +https://doi.org/10.18637/jss.v008.i20 + + + bnstruct: An R package for Bayesian network +structure learning in the presence of missing data + Franzin + Bioinformatics + 8 + 33 + 10.1093/bioinformatics/btw807 + 1367-4803 + 2017 + Franzin, A., Sambo, F., & Di +Camillo, B. (2017). bnstruct: An R package for Bayesian network +structure learning in the presence of missing data. Bioinformatics, +33(8), 1250–1252. +https://doi.org/10.1093/bioinformatics/btw807 + + + Graphical independence networks with the +gRain package for R + Højsgaard + Journal of Statistical +Software + 46 + 10.18637/jss.v046.i10 + 1548-7660 + 2012 + Højsgaard, S. (2012). Graphical +independence networks with the gRain package for R. Journal of +Statistical Software, 46, 1–26. +https://doi.org/10.18637/jss.v046.i10 + + + A new scalable Bayesian network learning +algorithm with applications to economics + Tsagris + Computational Economics + 1 + 57 + 10.1007/s10614-020-10065-7 + 1572-9974 + 2021 + Tsagris, M. (2021). A new scalable +Bayesian network learning algorithm with applications to economics. +Computational Economics, 57(1), 341–367. +https://doi.org/10.1007/s10614-020-10065-7 + + + A survey on causal discovery: Theory and +practice + Zanga + International Journal of Approximate +Reasoning + 151 + 10.1016/j.ijar.2022.09.004 + 0888-613X + 2022 + Zanga, A., Ozkirimli, E., & +Stella, F. (2022). A survey on causal discovery: Theory and practice. +International Journal of Approximate Reasoning, 151, 101–129. +https://doi.org/10.1016/j.ijar.2022.09.004 + + + A survey of Bayesian network structure +learning + Kitson + Artificial Intelligence +Review + 8 + 56 + 10.1007/s10462-022-10351-w + 1573-7462 + 2023 + Kitson, N. K., Constantinou, A. C., +Guo, Z., Liu, Y., & Chobtham, K. (2023). A survey of Bayesian +network structure learning. Artificial Intelligence Review, 56(8), +8721–8814. +https://doi.org/10.1007/s10462-022-10351-w + + + Learning Bayesian networks with the bnlearn R +package + Scutari + Journal of Statistical +Software + 35 + 10.18637/jss.v035.i03 + 2010 + Scutari, M. (2010). Learning Bayesian +networks with the bnlearn R package. Journal of Statistical Software, +35, 1–22. https://doi.org/10.18637/jss.v035.i03 + + + Fitting linear mixed-effects models using +lme4 + Bates + Journal of Statistical +Software + 1 + 67 + 10.18637/jss.v067.i01 + 2015 + Bates, D., Mächler, M., Bolker, B., +& Walker, S. (2015). Fitting linear mixed-effects models using lme4. +Journal of Statistical Software, 67(1), 1–48. +https://doi.org/10.18637/jss.v067.i01 + + + mclogit: Multinomial logit models, with or +without random effects or overdispersion + Elff + 2022 + Elff, M. (2022). mclogit: Multinomial +logit models, with or without random effects or overdispersion. +https://CRAN.R-project.org/package=mclogit + + + Rcpp: Seamless R and C++ +integration + Eddelbuettel + 2023 + Eddelbuettel, D., Francois, R., +Allaire, J., Ushey, K., Kou, Q., Russell, N., Ucar, I., Bates, D., & +Chambers, J. (2023). Rcpp: Seamless R and C++ integration. +https://CRAN.R-project.org/package=Rcpp + + + Bayesian computing with INLA: New +features. + Martins + Computational Statistics and Data +Analysis + 67 + 10.1016/j.csda.2013.04.014 + 2013 + Martins, T. G., Simpson, D., +Lindgren, F., & Rue, H. (2013). Bayesian computing with INLA: New +features. Computational Statistics and Data Analysis, 67, 68–83. +https://doi.org/10.1016/j.csda.2013.04.014 + + + JAGS: A program for analysis of Bayesian +graphical models using Gibbs sampling + Plummer + Proceedings of the 3rd international workshop +on distributed statistical computing + 2003 + Plummer, M. (2003). JAGS: A program +for analysis of Bayesian graphical models using Gibbs sampling. +Proceedings of the 3rd International Workshop on Distributed Statistical +Computing, 1–10. + + + testthat: Get started with +testing + Wickham + The R Journal + 3 + 10.32614/rj-2011-002 + 2011 + Wickham, H. (2011). testthat: Get +started with testing. The R Journal, 3, 5–10. +https://doi.org/10.32614/rj-2011-002 + + + + + + From 22bd1d2944cf3756f0d7d7b164a7d7173fc63c11 Mon Sep 17 00:00:00 2001 From: The Open Journals editorial robot <89919391+editorialbot@users.noreply.github.com> Date: Mon, 30 Sep 2024 21:45:33 +0100 Subject: [PATCH 3/3] Creating 10.21105.joss.06822.jats --- .../paper.jats/10.21105.joss.06822.jats | 690 ++++++++++++++++++ 1 file changed, 690 insertions(+) create mode 100644 joss.06822/paper.jats/10.21105.joss.06822.jats diff --git a/joss.06822/paper.jats/10.21105.joss.06822.jats b/joss.06822/paper.jats/10.21105.joss.06822.jats new file mode 100644 index 0000000000..c8eeefdaf1 --- /dev/null +++ b/joss.06822/paper.jats/10.21105.joss.06822.jats @@ -0,0 +1,690 @@ + + +

+ + + + +Journal of Open Source Software +JOSS + +2475-9066 + +Open Journals + + + +6822 +10.21105/joss.06822 + +Additive Bayesian Networks + + + +https://orcid.org/0000-0002-9327-1496 + +Delucchi +Matteo + + + + + +https://orcid.org/0000-0003-3447-3060 + +Liechti +Jonas I. + + + + +https://orcid.org/0000-0001-9640-8155 + +Spinner +Georg R. + + + + +https://orcid.org/0000-0002-6319-2332 + +Furrer +Reinhard + + +* + + + +Department of Mathematical Modeling and Machine Learning, +University of Zurich, Zürich, Switzerland + + + + +Centre for Computational Health, Institute of Computational +Life Sciences, Zurich University of Applied Sciences (ZHAW), Wädenswil, +Switzerland + + + + +www.T4D.ch, T4D GmbH, Zurich, Switzerland + + + + +* E-mail: + +9 +101 +6822 + +Authors of papers retain copyright and release the +work under a Creative Commons Attribution 4.0 International License (CC +BY 4.0) +2022 +The article authors + +Authors of papers retain copyright and release the work under +a Creative Commons Attribution 4.0 International License (CC BY +4.0) + + + +data science +R +mixed-effects models +Bayesian networks +graphical models + + + + + + Summary +

The R package abn is a comprehensive tool + for Bayesian Network (BN) analysis, a form of probabilistic graphical + model. BNs are a type of statistical model that leverages the + principles of Bayesian statistics and graph theory to provide a + framework for representing complex multivariate data. They can derive + a directed acyclic graph from empirical data to describe the + dependency structure between random variables.

+

Additive Bayesian Network (ABN) models extend the concept of + generalized linear models, typically used for predicting a single + outcome, to scenarios with multiple dependent variables (e.g., Kratzer + et al. + (2023)). + This makes them a powerful tool for understanding complex, + multivariate datasets. This package provides routines for structure + learning and parameter estimation of ABN models.

+
+ + Statement of need +

The increasing complexity of data in various fields, ranging from + healthcare research to environmental science and ecology, has resulted + in a need for a tool like abn. Researchers + often face multivariate, tabular data where the relationships between + variables are not straightforward. BN analysis becomes essential when + traditional statistical methods fail to analyze multivariate data with + intricate relationships, as it models these relationships graphically + for more straightforward data interpretation.

+

Commonly used implementations of BN models, such as + bnlearn + (Scutari, + 2010), bnstruct + (Franzin + et al., 2017), deal + (Boettcher + & Dethlefsen, 2003), gRain + (Højsgaard, + 2012), pcalg + (Kalisch + et al., 2012) and pchc + (Tsagris, + 2021), limit variable types, often allowing discrete variables + to have only discrete parent variables, where a parent starts a + directed edge in the graph. This limitation can pose challenges when + dealing with continuous or mixed-type data (i.e., data that includes + both continuous and discrete variables) or when attempting to model + complex relationships that do not fit these restricted categories. For + a comprehensive overview of structure learning algorithms, including + those applicable to mixed-type data, we refer the reader to the works + of Kitson et al. + (2023) + and Zanga et al. + (2022). + In the context of patient data, the study from Delucchi et al. + (2022) + has discussed further details and strategies for handling this + scenario, particularly in relation to the abn + package and the widely used bnlearn package + (Scutari, + 2010).

+

The abn package overcomes this limitation + through its additive model formulation, which generalizes the usual + (Bayesian) multivariable regression to accommodate multiple dependent + variables. Additionally, the abn package offers + a comprehensive suite of features for model selection, structure + learning, and parameter estimation. It includes exact and greedy + search algorithms for structure learning and allows for integrating + prior expert knowledge into the model selection process by specifying + structural constraints. For model selection, a Bayesian and an + information-theoretic model scoring approach are available, allowing + users to choose between a Bayesian and frequentist paradigm. To our + knowledge, this feature is not available in other software. + Furthermore, it supports mixed-effect models to control one-layer + clustering, making it suitable, e.g., for handling data from different + sources.

+

Previous versions of the abn package have + been successfully used in various fields, including epidemiology + Kratzer & Furrer + (2018) + and health Delucchi et al. + (2022). + Despite its promise, the abn package + encountered historical obstacles. Sporadic maintenance and an + incomplete codebase hindered its full potential. Recognizing the need + for enhancement, we undertook a substantial upgrade and meticulously + addressed legacy issues, revamped the codebase, and introduced + significant improvements. The latest version 3 of + abn is now a robust and reliable tool for BN + analysis. Applying the latest standards for open-source software, we + guarantee active maintenance of abn. Future + updates are planned to enhance its functionality and user experience + further. We highly value feedback from the user community, which will + guide our ongoing developments.

+

In summary, abn sets itself apart by + emphasizing ABNs and its exhaustive features for model selection and + structure learning. Its unique contribution is the implementation of + mixed-effect BN models, thereby extending its applicability to a + broader range of complex, multivariate datasets of mixed, continuous, + and discrete data.

+
+ + Implementation +

As outlined in Kratzer et al. + (2023), + the package’s comprehensive framework integrates the mixed-effects + model for clustered data, considering data heterogeneity and grouping + effects. However, this was confined to a Bayesian context and was only + a preliminary implementation. With the release of + abn major version 3, this was completed with an + implementation under the information-theoretic + (method = "mle") setting.

+

Analyzing hierarchical or grouped data, i.e., observations nested + within higher-level units, requires statistical models with + group-varying parameters (e.g., mixed-effect models). The + abn package facilitates single-layer + clustering, where observations are grouped. These clusters are assumed + to be independent, but intra-cluster observations may exhibit + correlation (e.g., students within schools, patient-specific + measurements over time, etc.). The ABN model is fitted independently + as a varying intercept model, where the intercept can vary while the + slope is assumed constant across all group levels.

+

Under the frequentist paradigm + (method = "mle"), + abn employs the lme4 + package + (Bates + et al., 2015) to fit generalized linear mixed models for each + of the Binomial, Poisson, and Gaussian distributed variables. For + multinomial distributed variables, abn fits a + multinomial baseline category logit model with random effects using + the mclogit package + (Elff, + 2022). Currently, only single-layer clustering is supported + (e.g., for method = "mle", this + corresponds to a random intercept model).

+

With a Bayesian approach + (method = "bayes"), + abn utilizes its own implementation of the + Laplace approximation as well as the INLA + package + (Martins + et al., 2013) to fit a single-level hierarchical model for + Binomial, Poisson, and Gaussian distributed variables.

+

Furthermore, the code base has been enhanced to be more efficient, + reliable, and user-friendly through code optimization, regular + reviews, and continuous integration practices. We have adhered to the + latest open-source software standards, including active maintenance of + abn. Future updates to augment its + functionality are planned via a flexible roadmap. User feedback is + valued through open communication channels, which will steer our + ongoing developments. Consequently, the latest version of + abn is now a robust and reliable tool for BN + analysis.

+
+ + Validation and Testing +

A comprehensive set of documented case studies has been published + to validate the abn package (see the + abn + website). + The numerical accuracy and quality assurance exercises were + demonstrated in Kratzer et al. + (2023). + A rigorous testing framework is implemented using the + testthat package + (Wickham, + 2011), which is executed as part of an extensive continuous + integration pipeline designed explicitly for non-standard R packages + that rely on Rcpp + (Eddelbuettel + et al., 2023) and JAGS + (Plummer, + 2003). Additional documentation and resources are available on + the abn + website + for further reference and guidance.

+
+ + Availability +

The latest version of the abn package along + with additional information on the installaiton process for various + operating sytsems can be found on + GitHub.

+
+ + Acknowledgments +

The development of the abn package would not + have been possible without the significant contributions of the former + developers whose efforts have been instrumental in shaping this + project. We acknowledge the contributions of Fraser Iain Lewis, Marta + Pittavino, Gilles Kratzer, and Kalina Cherneva, in particular. We + extend our gratitude to the faculty staff at the + Department + of Mathematical Modeling and Machine Learning, University + of Zurich (UZH), and the + Department + of Mathematics, UZH, who maintain the research and teaching + infrastructure. Our appreciation also goes to the UZH and the ZHAW for + their financial support. We want to highlight the funding from both + the Zurich University of Applied Sciences (ZHAW) and the + Digitalization Initiative of the Zurich Higher Education Institutions + (DIZH), which were instrumental in realizing this project, + particularly within the context of the “Modeling of multicentric and + dynamic stroke health data” and “Stroke DynamiX” projects, + respectively. This work was conducted as part of M.D.’s PhD project, + co-supervised by Prof. Dr. Sven Hirsch (ZHAW) and Prof. Dr. Reinhard + Furrer (UZH).

+
+ + + + + + + + KratzerGilles + LewisFraser I. + WilliBarbara + MeliMarina L. + BorettiFelicitas S. + Hofmann-LehmannRegina + TorgersonPaul + FurrerReinhard + HartnackSonja + + Bayesian network modeling applied to feline calicivirus infection among cats in Switzerland + Frontiers in Veterinary Science + 2020 + 20210504 + 7 + 2297-1769 + https://www.frontiersin.org/articles/10.3389/fvets.2020.00073/full + 10.3389/fvets.2020.00073 + + + + + + KratzerGilles + FurrerReinhard + + Information-theoretic scoring rules to learn additive Bayesian network applied to epidemiology + arXiv:1808.01126 [cs, stat] + 2018 + 20210820 + http://arxiv.org/abs/1808.01126 + 10.48550/arXiv.1808.01126 + + + + + + PittavinoMarta + DreyfusAnou + HeuerCord + BenschopJackie + WilsonPeter + Collins-EmersonJulie + TorgersonPaul R. + FurrerReinhard + + Comparison between generalized linear modelling and additive Bayesian network; identification of factors associated with the incidence of antibodies against Leptospira interrogans sv Pomona in meat workers in New Zealand + Acta Tropica + 2017 + 20210616 + 173 + 0001-706X + https://www.sciencedirect.com/science/article/pii/S0001706X16308828 + 10.1016/j.actatropica.2017.04.034 + 191 + 199 + + + + + + HartnackSonja + OdochTerence + KratzerGilles + FurrerReinhard + WastesonYngvild + L’Abée-LundTrine M. + SkjerveEystein + + Additive Bayesian networks for antimicrobial resistance and potential risk factors in non-typhoidal Salmonella isolates from layer hens in Uganda + BMC Veterinary Research + 2019 + 20210818 + 15 + 1746-6148 + https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6591809/ + 10.1186/s12917-019-1965-y + 31234834 + 212 + + + + + + + DelucchiMatteo + SpinnerGeorg R. + ScutariMarco + BijlengaPhilippe + MorelSandrine + FriedrichChristoph M. + FurrerReinhard + HirschSven + + Bayesian network analysis reveals the interplay of intracranial aneurysm rupture risk factors + Computers in Biology and Medicine + 2022 + 20220810 + 147 + 0010-4825 + https://www.sciencedirect.com/science/article/pii/S0010482522005133 + 10.1016/j.compbiomed.2022.105740 + 105740 + + + + + + + KratzerGilles + LewisFraser I. + CominArianna + PittavinoMarta + FurrerReinhard + + Additive Bayesian network modeling with the R package abn + Journal of Statistical Software + 2023 + 20230307 + 105 + 1548-7660 + https://doi.org/10.18637/jss.v105.i08 + 10.18637/jss.v105.i08 + 1 + 41 + + + + + + KalischMarkus + MächlerMartin + ColomboDiego + MaathuisMarloes H. + BühlmannPeter + + Causal inference using graphical models with the R package pcalg + Journal of Statistical Software + 20120517 + 20210419 + 47 + 1 + 1548-7660 + https://www.jstatsoft.org/index.php/jss/article/view/v047i11 + 10.18637/jss.v047.i11 + 1 + 26 + + + + + + BoettcherSusanne G. + DethlefsenClaus + + deal: A package for learning Bayesian networks + Journal of Statistical Software + 20031228 + 20240326 + 8 + 1548-7660 + https://doi.org/10.18637/jss.v008.i20 + 10.18637/jss.v008.i20 + 1 + 40 + + + + + + FranzinAlberto + SamboFrancesco + Di CamilloBarbara + + bnstruct: An R package for Bayesian network structure learning in the presence of missing data + Bioinformatics + 20170415 + 20240326 + 33 + 8 + 1367-4803 + https://doi.org/10.1093/bioinformatics/btw807 + 10.1093/bioinformatics/btw807 + 1250 + 1252 + + + + + + HøjsgaardSøren + + Graphical independence networks with the gRain package for R + Journal of Statistical Software + 20120228 + 20240326 + 46 + 1548-7660 + https://doi.org/10.18637/jss.v046.i10 + 10.18637/jss.v046.i10 + 1 + 26 + + + + + + TsagrisMichail + + A new scalable Bayesian network learning algorithm with applications to economics + Computational Economics + 20210101 + 20240326 + 57 + 1 + 1572-9974 + https://doi.org/10.1007/s10614-020-10065-7 + 10.1007/s10614-020-10065-7 + 341 + 367 + + + + + + ZangaAlessio + OzkirimliElif + StellaFabio + + A survey on causal discovery: Theory and practice + International Journal of Approximate Reasoning + 20221201 + 20240326 + 151 + 0888-613X + https://www.sciencedirect.com/science/article/pii/S0888613X22001402 + 10.1016/j.ijar.2022.09.004 + 101 + 129 + + + + + + KitsonNeville Kenneth + ConstantinouAnthony C. + GuoZhigao + LiuYang + ChobthamKiattikun + + A survey of Bayesian network structure learning + Artificial Intelligence Review + 20230801 + 20240320 + 56 + 8 + 1573-7462 + https://doi.org/10.1007/s10462-022-10351-w + 10.1007/s10462-022-10351-w + 8721 + 8814 + + + + + + ScutariMarco + + Learning Bayesian networks with the bnlearn R package + Journal of Statistical Software + 2010 + 35 + 10.18637/jss.v035.i03 + 1 + 22 + + + + + + BatesDouglas + MächlerMartin + BolkerBen + WalkerSteve + + Fitting linear mixed-effects models using lme4 + Journal of Statistical Software + 2015 + 67 + 1 + 10.18637/jss.v067.i01 + 1 + 48 + + + + + + ElffMartin + + mclogit: Multinomial logit models, with or without random effects or overdispersion + 2022 + https://CRAN.R-project.org/package=mclogit + + + + + + EddelbuettelDirk + FrancoisRomain + AllaireJJ + UsheyKevin + KouQiang + RussellNathan + UcarInaki + BatesDouglas + ChambersJohn + + Rcpp: Seamless R and C++ integration + 2023 + https://CRAN.R-project.org/package=Rcpp + + + + + + MartinsThiago G. + SimpsonDaniel + LindgrenFinn + RueHåvard + + Bayesian computing with INLA: New features. + Computational Statistics and Data Analysis + 2013 + 67 + 10.1016/j.csda.2013.04.014 + 68 + 83 + + + + + + PlummerMartyn + + JAGS: A program for analysis of Bayesian graphical models using Gibbs sampling + Proceedings of the 3rd international workshop on distributed statistical computing + Vienna, Austria + 2003 + 1 + 10 + + + + + + WickhamHadley + + testthat: Get started with testing + The R Journal + 2011 + 3 + https://journal.r-project.org/archive/2011-1/RJournal_2011-1_Wickham.pdf + 10.32614/rj-2011-002 + 5 + 10 + + + + +