Javidian, Mohammad Ali; Valtorta, Marco A decomposition-based algorithm for learning the structure of multivariate regression chain graphs. (English) Zbl 1520.68149 Int. J. Approx. Reasoning 136, 66-85 (2021). MSC: 68T05 62H22 PDFBibTeX XMLCite \textit{M. A. Javidian} and \textit{M. Valtorta}, Int. J. Approx. Reasoning 136, 66--85 (2021; Zbl 1520.68149) Full Text: DOI
Gu, Jiaying; Zhou, Qing Learning big Gaussian Bayesian networks: partition, estimation and fusion. (English) Zbl 07307465 J. Mach. Learn. Res. 21, Paper No. 158, 31 p. (2020). MSC: 68T05 PDFBibTeX XMLCite \textit{J. Gu} and \textit{Q. Zhou}, J. Mach. Learn. Res. 21, Paper No. 158, 31 p. (2020; Zbl 07307465) Full Text: arXiv Link
Javidian, Mohammad Ali; Valtorta, Marco; Jamshidi, Pooyan AMP chain graphs: minimal separators and structure learning algorithms. (English) Zbl 1490.68186 J. Artif. Intell. Res. (JAIR) 69, 419-470 (2020). MSC: 68T05 62H22 68T37 PDFBibTeX XMLCite \textit{M. A. Javidian} et al., J. Artif. Intell. Res. (JAIR) 69, 419--470 (2020; Zbl 1490.68186) Full Text: DOI arXiv
Görgen, Christiane; Leonelli, Manuele Model-preserving sensitivity analysis for families of Gaussian distributions. (English) Zbl 1502.62072 J. Mach. Learn. Res. 21, Paper No. 84, 32 p. (2020). MSC: 62H22 PDFBibTeX XMLCite \textit{C. Görgen} and \textit{M. Leonelli}, J. Mach. Learn. Res. 21, Paper No. 84, 32 p. (2020; Zbl 1502.62072) Full Text: arXiv Link
Kim, Gang-Hoo; Kim, Sung-Ho Marginal information for structure learning. (English) Zbl 1436.62210 Stat. Comput. 30, No. 2, 331-349 (2020). MSC: 62H17 62-08 68T05 PDFBibTeX XMLCite \textit{G.-H. Kim} and \textit{S.-H. Kim}, Stat. Comput. 30, No. 2, 331--349 (2020; Zbl 1436.62210) Full Text: DOI
Müller, Dominik; Czado, Claudia Representing sparse Gaussian DAGs as sparse R-vines allowing for non-Gaussian dependence. (English) Zbl 07498951 J. Comput. Graph. Stat. 27, No. 2, 334-344 (2018). MSC: 62-XX PDFBibTeX XMLCite \textit{D. Müller} and \textit{C. Czado}, J. Comput. Graph. Stat. 27, No. 2, 334--344 (2018; Zbl 07498951) Full Text: DOI arXiv
Datta, Sagnik; Gayraud, Ghislaine; Leclerc, Eric; Bois, Frederic Y. Graph_sampler: a simple tool for fully Bayesian analyses of DAG-models. (English) Zbl 1417.65033 Comput. Stat. 32, No. 2, 691-716 (2017). MSC: 62-08 62F15 68T35 PDFBibTeX XMLCite \textit{S. Datta} et al., Comput. Stat. 32, No. 2, 691--716 (2017; Zbl 1417.65033) Full Text: DOI arXiv
Pircalabelu, Eugen; Claeskens, Gerda; Gijbels, Irène Copula directed acyclic graphs. (English) Zbl 1505.62322 Stat. Comput. 27, No. 1, 55-78 (2017). MSC: 62-08 62H05 62H20 62H22 PDFBibTeX XMLCite \textit{E. Pircalabelu} et al., Stat. Comput. 27, No. 1, 55--78 (2017; Zbl 1505.62322) Full Text: DOI Link
Hobæk Haff, Ingrid; Aas, Kjersti; Frigessi, Arnoldo; Lacal, Virginia Structure learning in Bayesian networks using regular vines. (English) Zbl 1466.62097 Comput. Stat. Data Anal. 101, 186-208 (2016). MSC: 62-08 PDFBibTeX XMLCite \textit{I. Hobæk Haff} et al., Comput. Stat. Data Anal. 101, 186--208 (2016; Zbl 1466.62097) Full Text: DOI
Pircalabelu, Eugen; Claeskens, Gerda; Waldorp, Lourens A focused information criterion for graphical models. (English) Zbl 1331.62057 Stat. Comput. 25, No. 6, 1071-1092 (2015). MSC: 62B10 62A09 65C60 PDFBibTeX XMLCite \textit{E. Pircalabelu} et al., Stat. Comput. 25, No. 6, 1071--1092 (2015; Zbl 1331.62057) Full Text: DOI Link