Biswas, Rahul; Mukherjee, Somabha Consistent causal inference from time series with PC algorithm and its time-aware extension. (English) Zbl 1523.62005 Stat. Comput. 34, No. 1, Paper No. 14, 21 p. (2024). MSC: 62-08 62M10 68T05 PDFBibTeX XMLCite \textit{R. Biswas} and \textit{S. Mukherjee}, Stat. Comput. 34, No. 1, Paper No. 14, 21 p. (2024; Zbl 1523.62005) Full Text: DOI arXiv
Zhou, Quan; Chang, Hyunwoong Complexity analysis of Bayesian learning of high-dimensional DAG models and their equivalence classes. (English) Zbl 07732739 Ann. Stat. 51, No. 3, 1058-1085 (2023). MSC: 62F15 62J05 PDFBibTeX XMLCite \textit{Q. Zhou} and \textit{H. Chang}, Ann. Stat. 51, No. 3, 1058--1085 (2023; Zbl 07732739) Full Text: DOI arXiv Link
Qi, Xiaolong; Fan, Xiaocong; Wang, Huiling; Lin, Ling; Gao, Yang Mutual-information-inspired heuristics for constraint-based causal structure learning. (English) Zbl 1484.68195 Inf. Sci. 560, 152-167 (2021). MSC: 68T05 60J20 62D20 62H22 PDFBibTeX XMLCite \textit{X. Qi} et al., Inf. Sci. 560, 152--167 (2021; Zbl 1484.68195) Full Text: DOI
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
Rothenhäusler, Dominik; Ernest, Jan; Bühlmann, Peter Causal inference in partially linear structural equation models. (English) Zbl 1408.62077 Ann. Stat. 46, No. 6A, 2904-2938 (2018). Reviewer: Wiesław Dziubdziela (Miedziana Gora) MSC: 62G08 62G35 62H12 PDFBibTeX XMLCite \textit{D. Rothenhäusler} et al., Ann. Stat. 46, No. 6A, 2904--2938 (2018; Zbl 1408.62077) Full Text: DOI arXiv Euclid
Spirtes, Peter; Zhang, Jiji A uniformly consistent estimator of causal effects under the \(k\)-triangle-faithfulness assumption. (English) Zbl 1331.62277 Stat. Sci. 29, No. 4, 662-678 (2014). MSC: 62H12 62H99 PDFBibTeX XMLCite \textit{P. Spirtes} and \textit{J. Zhang}, Stat. Sci. 29, No. 4, 662--678 (2014; Zbl 1331.62277) Full Text: DOI arXiv Euclid
Colombo, Diego; Maathuis, Marloes H.; Kalisch, Markus; Richardson, Thomas S. Learning high-dimensional directed acyclic graphs with latent and selection variables. (English) Zbl 1246.62131 Ann. Stat. 40, No. 1, 294-321 (2012). MSC: 62G99 05C20 65C60 62P99 05C90 PDFBibTeX XMLCite \textit{D. Colombo} et al., Ann. Stat. 40, No. 1, 294--321 (2012; Zbl 1246.62131) Full Text: DOI arXiv Euclid
Zhang, Jiji Error probabilities for inference of causal directions. (English) Zbl 1140.62003 Synthese 163, No. 3, 409-418 (2008). MSC: 62A01 PDFBibTeX XMLCite \textit{J. Zhang}, Synthese 163, No. 3, 409--418 (2008; Zbl 1140.62003) Full Text: DOI