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
Nandy, Preetam; Maathuis, Marloes H.; Richardson, Thomas S. Estimating the effect of joint interventions from observational data in sparse high-dimensional settings. (English) Zbl 1426.62286 Ann. Stat. 45, No. 2, 647-674 (2017). MSC: 62M99 62H12 62P10 PDFBibTeX XMLCite \textit{P. Nandy} et al., Ann. Stat. 45, No. 2, 647--674 (2017; Zbl 1426.62286) Full Text: DOI arXiv
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
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