Wang, Xiaokang; Wang, Huiwen; Wang, Zhichao; Lu, Shan; Fan, Ying Risk spillover network structure learning for correlated financial assets: a directed acyclic graph approach. (English) Zbl 07786195 Inf. Sci. 580, 152-173 (2021). MSC: 62-XX 91-XX PDFBibTeX XMLCite \textit{X. Wang} et al., Inf. Sci. 580, 152--173 (2021; Zbl 07786195) Full Text: DOI
Peluso, Stefano; Consonni, Guido Compatible priors for model selection of high-dimensional Gaussian DAGs. (English) Zbl 1455.62062 Electron. J. Stat. 14, No. 2, 4110-4132 (2020). MSC: 62F15 62F07 62H22 PDFBibTeX XMLCite \textit{S. Peluso} and \textit{G. Consonni}, Electron. J. Stat. 14, No. 2, 4110--4132 (2020; Zbl 1455.62062) Full Text: DOI Euclid
Frot, Benjamin; Nandy, Preetam; Maathuis, Marloes H. Robust causal structure learning with some hidden variables. (English) Zbl 1420.62361 J. R. Stat. Soc., Ser. B, Stat. Methodol. 81, No. 3, 459-487 (2019). MSC: 62M05 62G35 05C90 PDFBibTeX XMLCite \textit{B. Frot} et al., J. R. Stat. Soc., Ser. B, Stat. Methodol. 81, No. 3, 459--487 (2019; Zbl 1420.62361) 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
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 PDFBibTeX XMLCite \textit{J. Peters} and \textit{P. Bühlmann}, Neural Comput. 27, No. 3, 771--799 (2015; Zbl 1414.05094) Full Text: DOI arXiv
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
Colombo, Diego; Maathuis, Marloes H. Order-independent constraint-based causal structure learning. (English) Zbl 1312.68165 J. Mach. Learn. Res. 15, 3921-3962 (2014). MSC: 68T05 62-04 62H99 68R10 92D10 PDFBibTeX XMLCite \textit{D. Colombo} and \textit{M. H. Maathuis}, J. Mach. Learn. Res. 15, 3921--3962 (2014; Zbl 1312.68165) Full Text: arXiv Link
Altomare, Davide; Consonni, Guido; La Rocca, Luca Objective Bayesian search of Gaussian directed acyclic graphical models for ordered variables with non-local priors. (English) Zbl 1274.62709 Biometrics 69, No. 2, 478-487 (2013). MSC: 62P10 PDFBibTeX XMLCite \textit{D. Altomare} et al., Biometrics 69, No. 2, 478--487 (2013; Zbl 1274.62709) Full Text: DOI
Uhler, Caroline; Raskutti, Garvesh; Bühlmann, Peter; Yu, Bin Geometry of the faithfulness assumption in causal inference. (English) Zbl 1267.62068 Ann. Stat. 41, No. 2, 436-463 (2013). MSC: 62H05 05C20 65C60 62H20 05C90 PDFBibTeX XMLCite \textit{C. Uhler} et al., Ann. Stat. 41, No. 2, 436--463 (2013; Zbl 1267.62068) Full Text: DOI arXiv Euclid
Shojaie, Ali; Michailidis, George Penalized likelihood methods for estimation of sparse high-dimensional directed acyclic graphs. (English) Zbl 1195.62090 Biometrika 97, No. 3, 519-538 (2010). MSC: 62H12 05C20 62F12 05C90 62G20 PDFBibTeX XMLCite \textit{A. Shojaie} and \textit{G. Michailidis}, Biometrika 97, No. 3, 519--538 (2010; Zbl 1195.62090) Full Text: DOI arXiv Link
Bühlmann, P.; Kalisch, M.; Maathuis, M. H. Variable selection in high-dimensional linear models: partially faithful distributions and the PC-simple algorithm. (English) Zbl 1233.62135 Biometrika 97, No. 2, 261-278 (2010). MSC: 62J05 62H05 05C90 65C60 05C20 PDFBibTeX XMLCite \textit{P. Bühlmann} et al., Biometrika 97, No. 2, 261--278 (2010; Zbl 1233.62135) Full Text: DOI arXiv
Maathuis, Marloes H.; Kalisch, Markus; Bühlmann, Peter Estimating high-dimensional intervention effects from observational data. (English) Zbl 1191.62118 Ann. Stat. 37, No. 6A, 3133-3164 (2009). MSC: 62H99 05C90 65C60 05C20 PDFBibTeX XMLCite \textit{M. H. Maathuis} et al., Ann. Stat. 37, No. 6A, 3133--3164 (2009; Zbl 1191.62118) Full Text: DOI arXiv