Wang, Bingling; Zhou, Qing Causal network learning with non-invertible functional relationships. (English) Zbl 1510.62106 Comput. Stat. Data Anal. 156, Article ID 107141, 18 p. (2021). MSC: 62D20 68T05 PDFBibTeX XMLCite \textit{B. Wang} and \textit{Q. Zhou}, Comput. Stat. Data Anal. 156, Article ID 107141, 18 p. (2021; Zbl 1510.62106) Full Text: DOI arXiv
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
Park, Gunwoong Identifiability of additive noise models using conditional variances. (English) Zbl 1498.68256 J. Mach. Learn. Res. 21, Paper No. 75, 34 p. (2020). MSC: 68T05 62D20 62H12 62H22 PDFBibTeX XMLCite \textit{G. Park}, J. Mach. Learn. Res. 21, Paper No. 75, 34 p. (2020; Zbl 1498.68256) Full Text: Link
Sondhi, Arjun; Shojaie, Ali The reduced PC-algorithm: improved causal structure learning in large random networks. (English) Zbl 1446.62256 J. Mach. Learn. Res. 20, Paper No. 164, 31 p. (2019). MSC: 62M40 62H22 60G60 05C90 62-08 62P10 PDFBibTeX XMLCite \textit{A. Sondhi} and \textit{A. Shojaie}, J. Mach. Learn. Res. 20, Paper No. 164, 31 p. (2019; Zbl 1446.62256) Full Text: arXiv Link
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
Nandy, Preetam; Hauser, Alain; Maathuis, Marloes H. High-dimensional consistency in score-based and hybrid structure learning. (English) Zbl 1411.62144 Ann. Stat. 46, No. 6A, 3151-3183 (2018). Reviewer: Apostolos Batsidis (Ioannina) MSC: 62H12 68T05 PDFBibTeX XMLCite \textit{P. Nandy} et al., Ann. Stat. 46, No. 6A, 3151--3183 (2018; Zbl 1411.62144) Full Text: DOI arXiv Euclid
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
Kuipers, Jack; Moffa, Giusi Uniform random generation of large acyclic digraphs. (English) Zbl 1331.62150 Stat. Comput. 25, No. 2, 227-242 (2015). MSC: 62F15 05C20 65C40 PDFBibTeX XMLCite \textit{J. Kuipers} and \textit{G. Moffa}, Stat. Comput. 25, No. 2, 227--242 (2015; Zbl 1331.62150) Full Text: DOI arXiv
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