Park, Gunwoong; Moon, Sang Jun; Park, Sion; Jeon, Jong-June Learning a high-dimensional linear structural equation model via \(\ell_1\)-regularized regression. (English) Zbl 07370619 J. Mach. Learn. Res. 22, Paper No. 102, 41 p. (2021). MSC: 68T05 PDFBibTeX XMLCite \textit{G. Park} et al., J. Mach. Learn. Res. 22, Paper No. 102, 41 p. (2021; Zbl 07370619) Full Text: Link
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
Champion, Magali; Picheny, Victor; Vignes, Matthieu Inferring large graphs using \(\ell_1\)-penalized likelihood. (English) Zbl 1384.62177 Stat. Comput. 28, No. 4, 905-921 (2018). MSC: 62H12 62J05 62J07 68T05 90C90 PDFBibTeX XMLCite \textit{M. Champion} et al., Stat. Comput. 28, No. 4, 905--921 (2018; Zbl 1384.62177) Full Text: DOI arXiv
Chu, Victor W.; Wong, Raymond K.; Chen, Fang; Fong, Simon; Hung, Patrick C. K. Self-regularized causal structure discovery for trajectory-based networks. (English) Zbl 1336.68214 J. Comput. Syst. Sci. 82, No. 4, 594-609 (2016). MSC: 68T05 68T10 90B20 PDFBibTeX XMLCite \textit{V. W. Chu} et al., J. Comput. Syst. Sci. 82, No. 4, 594--609 (2016; Zbl 1336.68214) Full Text: DOI
Grzegorczyk, Marco; Husmeier, Dirk Regularization of non-homogeneous dynamic Bayesian networks with global information-coupling based on hierarchical Bayesian models. (English) Zbl 1273.68378 Mach. Learn. 91, No. 1, 105-154 (2013). MSC: 68T30 68T05 92C42 PDFBibTeX XMLCite \textit{M. Grzegorczyk} and \textit{D. Husmeier}, Mach. Learn. 91, No. 1, 105--154 (2013; Zbl 1273.68378) Full Text: DOI