Choi, Semin; Kim, Yesool; Park, Gunwoong Densely connected sub-Gaussian linear structural equation model learning via \(\ell_1\)- and \(\ell_2\)-regularized regressions. (English) Zbl 07710146 Comput. Stat. Data Anal. 181, Article ID 107691, 22 p. (2023). MSC: 62-08 PDFBibTeX XMLCite \textit{S. Choi} et al., Comput. Stat. Data Anal. 181, Article ID 107691, 22 p. (2023; Zbl 07710146) Full Text: DOI
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
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
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
Park, Gunwoong; Park, Sion High-dimensional Poisson structural equation model learning via \(\ell_1\)-regularized regression. (English) Zbl 1434.68445 J. Mach. Learn. Res. 20, Paper No. 95, 41 p. (2019). MSC: 68T05 62F07 62H12 PDFBibTeX XMLCite \textit{G. Park} and \textit{S. Park}, J. Mach. Learn. Res. 20, Paper No. 95, 41 p. (2019; Zbl 1434.68445) Full Text: arXiv Link