Grzegorczyk, Marco Being Bayesian about learning Bayesian networks from ordinal data. (English) Zbl 07885898 Int. J. Approx. Reasoning 170, Article ID 109205, 16 p. (2024). MSC: 68T37 × Cite Format Result Cite Review PDF Full Text: DOI
Li, Guanxun; Zhou, Quan Bayesian multi-task variable selection with an application to differential DAG analysis. (English) Zbl 07862304 J. Comput. Graph. Stat. 33, No. 1, 35-46 (2024). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Giudice, Enrico; Kuipers, Jack; Moffa, Giusi The dual PC algorithm and the role of Gaussianity for structure learning of Bayesian networks. (English) Zbl 07734025 Int. J. Approx. Reasoning 161, Article ID 108975, 23 p. (2023). MSC: 68T37 × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Zhou, Wei; He, Xin; Zhong, Wei; Wang, Junhui Efficient learning of quadratic variance function directed acyclic graphs via topological layers. (English) Zbl 07633319 J. Comput. Graph. Stat. 31, No. 4, 1269-1279 (2022). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link
Kuipers, Jack; Suter, Polina; Moffa, Giusi Efficient sampling and structure learning of Bayesian networks. (English) Zbl 07633197 J. Comput. Graph. Stat. 31, No. 3, 639-650 (2022). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Zanga, Alessio; Ozkirimli, Elif; Stella, Fabio A survey on causal discovery: theory and practice. (English) Zbl 07629276 Int. J. Approx. Reasoning 151, 101-129 (2022). MSC: 68T37 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Huang, Jireh; Zhou, Qing Partitioned hybrid learning of Bayesian network structures. (English) Zbl 07570141 Mach. Learn. 111, No. 5, 1695-1738 (2022). MSC: 68T05 × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Watson, David S.; Wright, Marvin N. Testing conditional independence in supervised learning algorithms. (English) Zbl 07465666 Mach. Learn. 110, No. 8, 2107-2129 (2021). MSC: 68T05 × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
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 × Cite Format Result Cite Review PDF 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 × Cite Format Result Cite Review PDF Full Text: DOI Link
Peña, Jose M.; Gómez-Olmedo, Manuel Learning marginal AMP chain graphs under faithfulness revisited. (English) Zbl 1346.68162 Int. J. Approx. Reasoning 68, 108-126 (2016). MSC: 68T05 05C90 62H12 × Cite Format Result Cite Review PDF Full Text: DOI
Peters, Jonas; Bühlmann, Peter Structural intervention distance for evaluating causal graphs. (English) Zbl 1414.05094 Neural Comput. 27, No. 3, 771-799 (2015). MSC: 05C10 05C20 05C12 68R10 × Cite Format Result Cite Review PDF 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 × Cite Format Result Cite Review PDF Full Text: DOI Link
Ernest, Jan; Bühlmann, Peter Marginal integration for nonparametric causal inference. (English) Zbl 1330.62171 Electron. J. Stat. 9, No. 2, 3155-3194 (2015). MSC: 62G05 62H12 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Euclid
Maathuis, Marloes H.; Colombo, Diego A generalized back-door criterion. (English) Zbl 1320.62157 Ann. Stat. 43, No. 3, 1060-1088 (2015). MSC: 62H99 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Euclid