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
Castelletti, Federico; Peluso, Stefano Network structure learning under uncertain interventions. (English) Zbl 07751832 J. Am. Stat. Assoc. 118, No. 543, 2117-2128 (2023). MSC: 62-XX PDFBibTeX XMLCite \textit{F. Castelletti} and \textit{S. Peluso}, J. Am. Stat. Assoc. 118, No. 543, 2117--2128 (2023; Zbl 07751832) Full Text: DOI
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
Aslani, Babak; Mohebbi, Shima Ensemble framework for causality learning with heterogeneous directed acyclic graphs through the lens of optimization. (English) Zbl 07706558 Comput. Oper. Res. 152, Article ID 106148, 24 p. (2023). MSC: 90Bxx PDFBibTeX XMLCite \textit{B. Aslani} and \textit{S. Mohebbi}, Comput. Oper. Res. 152, Article ID 106148, 24 p. (2023; Zbl 07706558) Full Text: DOI
Gische, Christian; Voelkle, Manuel C. Beyond the mean: a flexible framework for studying causal effects using linear models. (English) Zbl 1496.62202 Psychometrika 87, No. 3, 868-901 (2022); erratum ibid. 87, No. 3, 902 (2022). MSC: 62P15 62D20 62J05 62H12 PDFBibTeX XMLCite \textit{C. Gische} and \textit{M. C. Voelkle}, Psychometrika 87, No. 3, 868--901 (2022; Zbl 1496.62202) Full Text: DOI
Zhou, Yan; Song, Peter X.-K.; Wen, Xiaoquan Structural factor equation models for causal network construction via directed acyclic mixed graphs. (English) Zbl 1520.62416 Biometrics 77, No. 2, 573-586 (2021). MSC: 62P10 PDFBibTeX XMLCite \textit{Y. Zhou} et al., Biometrics 77, No. 2, 573--586 (2021; Zbl 1520.62416) Full Text: DOI
Castelletti, Federico; Consonni, Guido Bayesian inference of causal effects from observational data in Gaussian graphical models. (English) Zbl 1520.62149 Biometrics 77, No. 1, 136-149 (2021). MSC: 62P10 PDFBibTeX XMLCite \textit{F. Castelletti} and \textit{G. Consonni}, Biometrics 77, No. 1, 136--149 (2021; Zbl 1520.62149) Full Text: DOI
Gogoshin, Grigoriy; Branciamore, Sergio; Rodin, Andrei S. Synthetic data generation with probabilistic Bayesian networks. (English) Zbl 1501.92035 Math. Biosci. Eng. 18, No. 6, 8603-8621 (2021). MSC: 92C42 92-08 05C90 PDFBibTeX XMLCite \textit{G. Gogoshin} et al., Math. Biosci. Eng. 18, No. 6, 8603--8621 (2021; Zbl 1501.92035) Full Text: DOI
Castelletti, Federico; Mascaro, Alessandro Structural learning and estimation of joint causal effects among network-dependent variables. (English) Zbl 1477.62393 Stat. Methods Appl. 30, No. 5, 1289-1314 (2021). MSC: 62R07 62F15 62H22 68T35 PDFBibTeX XMLCite \textit{F. Castelletti} and \textit{A. Mascaro}, Stat. Methods Appl. 30, No. 5, 1289--1314 (2021; Zbl 1477.62393) Full Text: DOI
Buck, Johannes; Klüppelberg, Claudia Recursive max-linear models with propagating noise. (English) Zbl 1471.62353 Electron. J. Stat. 15, No. 2, 4770-4822 (2021). MSC: 62G32 62G08 62M10 62H22 60G70 PDFBibTeX XMLCite \textit{J. Buck} and \textit{C. Klüppelberg}, Electron. J. Stat. 15, No. 2, 4770--4822 (2021; Zbl 1471.62353) Full Text: DOI arXiv 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
Castelletti, Federico Bayesian model selection of Gaussian directed acyclic graph structures. (English) Zbl 1528.62030 Int. Stat. Rev. 88, No. 3, 752-775 (2020). MSC: 62H22 62F15 65C05 PDFBibTeX XMLCite \textit{F. Castelletti}, Int. Stat. Rev. 88, No. 3, 752--775 (2020; Zbl 1528.62030) Full Text: DOI
Tabar, Vahid Rezaei; Zareifard, Hamid; Salimi, Selva; Plewczynski, Dariusz Learning directed acyclic graphs by determination of candidate causes for discrete variables. (English) Zbl 07193820 J. Stat. Comput. Simulation 89, No. 10, 1957-1970 (2019). MSC: 62-XX PDFBibTeX XMLCite \textit{V. R. Tabar} et al., J. Stat. Comput. Simulation 89, No. 10, 1957--1970 (2019; Zbl 07193820) 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
Park, Gunwoong; Raskutti, Garvesh Learning quadratic variance function (QVF) DAG models via overdispersion scoring (ODS). (English) Zbl 1470.68156 J. Mach. Learn. Res. 18(2017-2018), Paper No. 224, 44 p. (2018). MSC: 68T05 62H22 PDFBibTeX XMLCite \textit{G. Park} and \textit{G. Raskutti}, J. Mach. Learn. Res. 18, Paper No. 224, 44 p. (2018; Zbl 1470.68156) Full Text: arXiv Link
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
Gissibl, Nadine; Klüppelberg, Claudia Max-linear models on directed acyclic graphs. (English) Zbl 1419.62138 Bernoulli 24, No. 4A, 2693-2720 (2018). MSC: 62H12 05C90 PDFBibTeX XMLCite \textit{N. Gissibl} and \textit{C. Klüppelberg}, Bernoulli 24, No. 4A, 2693--2720 (2018; Zbl 1419.62138) Full Text: DOI arXiv Euclid
Sadeghi, Kayvan Faithfulness of probability distributions and graphs. (English) Zbl 1444.62079 J. Mach. Learn. Res. 18(2017-2018), Paper No. 148, 29 p. (2017). MSC: 62H22 68T05 PDFBibTeX XMLCite \textit{K. Sadeghi}, J. Mach. Learn. Res. 18, Paper No. 148, 29 p. (2017; Zbl 1444.62079) Full Text: arXiv Link
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
Jayech, Selma The contagion channels of July–August-2011 stock market crash: a DAG-copula based approach. (English) Zbl 1346.62105 Eur. J. Oper. Res. 249, No. 2, 631-646 (2016). MSC: 62P05 PDFBibTeX XMLCite \textit{S. Jayech}, Eur. J. Oper. Res. 249, No. 2, 631--646 (2016; Zbl 1346.62105) Full Text: DOI
Karimnezhad, Ali; Moradi, Fahimeh Bayesian parameter learning with an application. (English) Zbl 1394.62026 Metron 74, No. 1, 61-74 (2016). MSC: 62F15 68T35 68T05 PDFBibTeX XMLCite \textit{A. Karimnezhad} and \textit{F. Moradi}, Metron 74, No. 1, 61--74 (2016; Zbl 1394.62026) Full Text: DOI
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
Torres, Patricio; van Wingerden, Jan-Willem; Verhaegen, Michel PO-MOESP subspace identification of directed acyclic graphs with unknown topology. (English) Zbl 1371.93058 Automatica 53, 60-71 (2015). MSC: 93B30 05C90 15A23 PDFBibTeX XMLCite \textit{P. Torres} et al., Automatica 53, 60--71 (2015; Zbl 1371.93058) Full Text: DOI
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
He, Yangbo; Jia, Jinzhu; Yu, Bin Counting and exploring sizes of Markov equivalence classes of directed acyclic graphs. (English) Zbl 1351.68211 J. Mach. Learn. Res. 16, 2589-2609 (2015). MSC: 68T05 05C20 05C90 PDFBibTeX XMLCite \textit{Y. He} et al., J. Mach. Learn. Res. 16, 2589--2609 (2015; Zbl 1351.68211) Full Text: Link
Wang, Changzhang; Zhou, You; Zhao, Qiang; Geng, Zhi Discovering and orienting the edges connected to a target variable in a DAG via a sequential local learning approach. (English) Zbl 1506.62184 Comput. Stat. Data Anal. 77, 252-266 (2014). MSC: 62-08 68T05 PDFBibTeX XMLCite \textit{C. Wang} et al., Comput. Stat. Data Anal. 77, 252--266 (2014; Zbl 1506.62184) Full Text: DOI
Evans, Robin J.; Richardson, Thomas S. Markovian acyclic directed mixed graphs for discrete data. (English) Zbl 1302.62148 Ann. Stat. 42, No. 4, 1452-1482 (2014). MSC: 62H99 05C20 05C70 PDFBibTeX XMLCite \textit{R. J. Evans} and \textit{T. S. Richardson}, Ann. Stat. 42, No. 4, 1452--1482 (2014; Zbl 1302.62148) Full Text: DOI arXiv Euclid
Musella, Flaminia A PC algorithm variation for ordinal variables. (English) Zbl 1306.65113 Comput. Stat. 28, No. 6, 2749-2759 (2013). MSC: 62-08 PDFBibTeX XMLCite \textit{F. Musella}, Comput. Stat. 28, No. 6, 2749--2759 (2013; Zbl 1306.65113) Full Text: DOI
Wang, Changzhang; Zhou, You; Geng, Zhi Discovering causes and effects of a given node in Bayesian networks. (English) Zbl 1273.62060 Front. Math. China 8, No. 3, 643-663 (2013). MSC: 62F15 05C20 62L99 05C90 62L10 65C60 PDFBibTeX XMLCite \textit{C. Wang} et al., Front. Math. China 8, No. 3, 643--663 (2013; Zbl 1273.62060) Full Text: DOI
Deng, Wanlu; Geng, Zhi; Luo, Peng Identifiability of intermediate variables on causal paths. (English) Zbl 1280.62014 Front. Math. China 8, No. 3, 517-539 (2013). MSC: 62A99 05C20 62H12 05C90 65C60 PDFBibTeX XMLCite \textit{W. Deng} et al., Front. Math. China 8, No. 3, 517--539 (2013; Zbl 1280.62014) 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
Wermuth, Nanny Probability distributions with summary graph structure. (English) Zbl 1245.62062 Bernoulli 17, No. 3, 845-879 (2011). Reviewer: Ove Frank (Stockholm) MSC: 62H05 05C90 05C20 PDFBibTeX XMLCite \textit{N. Wermuth}, Bernoulli 17, No. 3, 845--879 (2011; Zbl 1245.62062) Full Text: DOI arXiv
Kwon, Dae-Heum; Bessler, David A. Graphical methods, inductive causal inference, and econometrics: a literature review. (English) Zbl 1214.62118 Comput. Econ. 38, No. 1, 85-106 (2011). MSC: 62P20 05C90 65C60 05C20 62-00 PDFBibTeX XMLCite \textit{D.-H. Kwon} and \textit{D. A. Bessler}, Comput. Econ. 38, No. 1, 85--106 (2011; Zbl 1214.62118) Full Text: DOI
Baioletti, Marco; Busanello, Giuseppe; Vantaggi, Barbara Acyclic directed graphs representing independence models. (English) Zbl 1209.68354 Int. J. Approx. Reasoning 52, No. 1, 2-18 (2011). MSC: 68R10 62H20 68T37 PDFBibTeX XMLCite \textit{M. Baioletti} et al., Int. J. Approx. Reasoning 52, No. 1, 2--18 (2011; Zbl 1209.68354) Full Text: DOI
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
Vanderweele, Tyler J.; Robins, James M. Minimal sufficient causation and directed acyclic graphs. (English) Zbl 1160.62003 Ann. Stat. 37, No. 3, 1437-1465 (2009). MSC: 62A01 05C20 62G99 62M45 68T30 05C90 PDFBibTeX XMLCite \textit{T. J. Vanderweele} and \textit{J. M. Robins}, Ann. Stat. 37, No. 3, 1437--1465 (2009; Zbl 1160.62003) Full Text: DOI arXiv
Drton, Mathias; Perlman, Michael D. A SINful approach to Gaussian graphical model selection. (English) Zbl 1130.62068 J. Stat. Plann. Inference 138, No. 4, 1179-1200 (2008). MSC: 62J15 05C90 05C20 PDFBibTeX XMLCite \textit{M. Drton} and \textit{M. D. Perlman}, J. Stat. Plann. Inference 138, No. 4, 1179--1200 (2008; Zbl 1130.62068) Full Text: DOI
Drton, Mathias; Perlman, Michael D. Multiple testing and error control in Gaussian graphical model selection. (English) Zbl 1246.62143 Stat. Sci. 22, No. 3, 430-449 (2007). MSC: 62H15 62H20 05C90 05C20 PDFBibTeX XMLCite \textit{M. Drton} and \textit{M. D. Perlman}, Stat. Sci. 22, No. 3, 430--449 (2007; Zbl 1246.62143) Full Text: DOI arXiv Euclid
Xie, Xianchao; Geng, Zhi; Zhao, Qiang Decomposition of structural learning about directed acyclic graphs. (English) Zbl 1131.68510 Artif. Intell. 170, No. 4-5, 422-439 (2006). MSC: 68T05 PDFBibTeX XMLCite \textit{X. Xie} et al., Artif. Intell. 170, No. 4--5, 422--439 (2006; Zbl 1131.68510) Full Text: DOI
Geng, Zhi; Wang, Chi; Zhao, Qiang Decomposition of search for \(v\)-structures in DAGs. (English) Zbl 1137.62420 J. Multivariate Anal. 96, No. 2, 282-294 (2005). MSC: 62P99 05C20 62H99 05C90 PDFBibTeX XMLCite \textit{Z. Geng} et al., J. Multivariate Anal. 96, No. 2, 282--294 (2005; Zbl 1137.62420) Full Text: DOI
Acid, Silvia; Campos, Luis M.; Castellano, Javier G. Learning Bayesian network classifiers: Searching in a space of partially directed acyclic graphs. (English) Zbl 1101.68710 Mach. Learn. 59, No. 3, 213-235 (2005). MSC: 68R10 PDFBibTeX XMLCite \textit{S. Acid} et al., Mach. Learn. 59, No. 3, 213--235 (2005; Zbl 1101.68710) Full Text: DOI
Richardson, Thomas A characterization of Markov equivalence for directed cyclic graphs. (English) Zbl 0939.68095 Int. J. Approx. Reasoning 17, No. 2-3, 107-162 (1997). MSC: 68R10 68T99 PDFBibTeX XMLCite \textit{T. Richardson}, Int. J. Approx. Reasoning 17, No. 2--3, 107--162 (1997; Zbl 0939.68095) Full Text: DOI arXiv