Wu, Qiying; Wang, Huiwen; Lu, Shan Nonlinear directed acyclic graph estimation based on the kernel partial correlation coefficient. (English) Zbl 07803344 Inf. Sci. 654, Article ID 119814, 19 p. (2024). MSC: 62-XX 68-XX PDFBibTeX XMLCite \textit{Q. Wu} et al., Inf. Sci. 654, Article ID 119814, 19 p. (2024; Zbl 07803344) Full Text: DOI
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
Guo, F. Richard; Perković, Emilija; Rotnitzky, Andrea Variable elimination, graph reduction and the efficient g-formula. (English) Zbl 07802192 Biometrika 110, No. 3, 739-761 (2023). MSC: 62-XX PDFBibTeX XMLCite \textit{F. R. Guo} et al., Biometrika 110, No. 3, 739--761 (2023; Zbl 07802192) Full Text: DOI arXiv OA License
Park, Gunwoong Computationally efficient learning of Gaussian linear structural equation models with equal error variances. (English) Zbl 07792040 J. Comput. Graph. Stat. 32, No. 3, 1060-1073 (2023). MSC: 62-XX PDFBibTeX XMLCite \textit{G. Park}, J. Comput. Graph. Stat. 32, No. 3, 1060--1073 (2023; Zbl 07792040) Full Text: DOI
Di Loro, Pierfrancesco Alaimo; Mingione, Marco; Lipsitt, Jonah; Batteate, Christina M.; Jerrett, Michael; Banerjee, Sudipto Bayesian hierarchical modeling and analysis for actigraph data from wearable devices. (English) Zbl 07789410 Ann. Appl. Stat. 17, No. 4, 2865-2886 (2023). MSC: 62Pxx PDFBibTeX XMLCite \textit{P. A. Di Loro} et al., Ann. Appl. Stat. 17, No. 4, 2865--2886 (2023; Zbl 07789410) Full Text: DOI arXiv
Hao, Wei; Song, Peter X. K. A simultaneous likelihood test for joint mediation effects of multiple mediators. (English) Zbl 07764886 Stat. Sin. 33, No. 4, 2305-2326 (2023). MSC: 62-XX PDFBibTeX XMLCite \textit{W. Hao} and \textit{P. X. K. Song}, Stat. Sin. 33, No. 4, 2305--2326 (2023; Zbl 07764886) Full Text: DOI
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
Duttweiler, Luke; Thurston, Sally W.; Almudevar, Anthony Spectral Bayesian network theory. (English) Zbl 1518.05115 Linear Algebra Appl. 674, 282-303 (2023). MSC: 05C50 05C22 62H22 62H10 60C05 PDFBibTeX XMLCite \textit{L. Duttweiler} et al., Linear Algebra Appl. 674, 282--303 (2023; Zbl 1518.05115) Full Text: DOI arXiv
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
Katsevich, Eugene; Sabatti, Chiara; Bogomolov, Marina Filtering the rejection set while preserving false discovery rate control. (English) Zbl 1514.62145 J. Am. Stat. Assoc. 118, No. 541, 165-176 (2023). MSC: 62J15 62P10 PDFBibTeX XMLCite \textit{E. Katsevich} et al., J. Am. Stat. Assoc. 118, No. 541, 165--176 (2023; Zbl 1514.62145) Full Text: DOI arXiv
Duarte, Eliana; Solus, Liam A new characterization of discrete decomposable graphical models. (English) Zbl 07640189 Proc. Am. Math. Soc. 151, No. 3, 1325-1338 (2023). MSC: 62R01 62H22 13P10 13P25 PDFBibTeX XMLCite \textit{E. Duarte} and \textit{L. Solus}, Proc. Am. Math. Soc. 151, No. 3, 1325--1338 (2023; Zbl 07640189) Full Text: DOI arXiv
Shi, Chengchun; Li, Lexin Testing mediation effects using logic of Boolean matrices. (English) Zbl 1515.62120 J. Am. Stat. Assoc. 117, No. 540, 2014-2027 (2022). MSC: 62P10 62H22 62M40 92C55 PDFBibTeX XMLCite \textit{C. Shi} and \textit{L. Li}, J. Am. Stat. Assoc. 117, No. 540, 2014--2027 (2022; Zbl 1515.62120) Full Text: DOI arXiv
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
Gutierrez, Abraham; Müller, Sebastian Estimations of means and variances in a Markov linear model. (English) Zbl 1496.62095 Stoch. Qual. Control 37, No. 1, 21-43 (2022). MSC: 62H12 62J99 62M05 60F05 60J20 PDFBibTeX XMLCite \textit{A. Gutierrez} and \textit{S. Müller}, Stoch. Qual. Control 37, No. 1, 21--43 (2022; Zbl 1496.62095) Full Text: DOI arXiv
Lee, Kuang-Yao; Li, Lexin Functional structural equation model. (English) Zbl 07593424 J. R. Stat. Soc., Ser. B, Stat. Methodol. 84, No. 2, 600-629 (2022). MSC: 62-XX PDFBibTeX XMLCite \textit{K.-Y. Lee} and \textit{L. Li}, J. R. Stat. Soc., Ser. B, Stat. Methodol. 84, No. 2, 600--629 (2022; Zbl 07593424) Full Text: DOI
Loper, J. H.; Lei, L.; Fithian, W.; Tansey, W. Smoothed nested testing on directed acyclic graphs. (English) Zbl 07543334 Biometrika 109, No. 2, 457-471 (2022). MSC: 62-XX PDFBibTeX XMLCite \textit{J. H. Loper} et al., Biometrika 109, No. 2, 457--471 (2022; Zbl 07543334) Full Text: DOI arXiv
Améndola, Carlos; Klüppelberg, Claudia; Lauritzen, Steffen; Tran, Ngoc M. Conditional independence in max-linear Bayesian networks. (English) Zbl 07493815 Ann. Appl. Probab. 32, No. 1, 1-45 (2022). MSC: 62H22 60G70 14T90 62R01 PDFBibTeX XMLCite \textit{C. Améndola} et al., Ann. Appl. Probab. 32, No. 1, 1--45 (2022; Zbl 07493815) Full Text: DOI arXiv
Castelletti, Federico; Consonni, Guido Bayesian causal inference in probit graphical models. (English) Zbl 07808148 Bayesian Anal. 16, No. 4, 1113-1137 (2021). MSC: 62-XX PDFBibTeX XMLCite \textit{F. Castelletti} and \textit{G. Consonni}, Bayesian Anal. 16, No. 4, 1113--1137 (2021; Zbl 07808148) Full Text: DOI arXiv Link
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
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
Rizzi, Romeo; Tomescu, Alexandru I. Random generation of essential directed acyclic graphs. (English) Zbl 1492.05057 Rend. Ist. Mat. Univ. Trieste 53, Paper No. 22, 8 p. (2021). MSC: 05C20 05C30 68R10 05C80 62F15 PDFBibTeX XMLCite \textit{R. Rizzi} and \textit{A. I. Tomescu}, Rend. Ist. Mat. Univ. Trieste 53, Paper No. 22, 8 p. (2021; Zbl 1492.05057) Full Text: DOI
Krajewska, Antonina Learning causal theories with non-reversible MCMC methods. (English) Zbl 07504940 Control Cybern. 50, No. 3, 323-361 (2021). MSC: 62-XX PDFBibTeX XMLCite \textit{A. Krajewska}, Control Cybern. 50, No. 3, 323--361 (2021; Zbl 07504940)
Zareifard, Hamid; Rezaei Tabar, Vahid; Plewczynski, Dariusz A Gibbs sampler for learning DAG: a unification for discrete and Gaussian domains. (English) Zbl 07497083 J. Stat. Comput. Simulation 91, No. 14, 2833-2853 (2021). MSC: 62-XX PDFBibTeX XMLCite \textit{H. Zareifard} et al., J. Stat. Comput. Simulation 91, No. 14, 2833--2853 (2021; Zbl 07497083) Full Text: DOI
Solus, L.; Wang, Y.; Uhler, C. Consistency guarantees for greedy permutation-based causal inference algorithms. (English) Zbl 07459733 Biometrika 108, No. 4, 795-814 (2021). MSC: 62-XX PDFBibTeX XMLCite \textit{L. Solus} et al., Biometrika 108, No. 4, 795--814 (2021; Zbl 07459733) Full Text: DOI arXiv
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
Cao, Xuan; Lee, Kyoungjae Joint Bayesian variable and DAG selection consistency for high-dimensional regression models with network-structured covariates. (English) Zbl 1475.62115 Stat. Sin. 31, No. 3, 1509-1530 (2021). MSC: 62F07 62F15 05C90 PDFBibTeX XMLCite \textit{X. Cao} and \textit{K. Lee}, Stat. Sin. 31, No. 3, 1509--1530 (2021; Zbl 1475.62115) Full Text: DOI arXiv
Gissibl, Nadine; Klüppelberg, Claudia; Lauritzen, Steffen Identifiability and estimation of recursive max-linear models. (English) Zbl 1467.62105 Scand. J. Stat. 48, No. 1, 188-211 (2021). MSC: 62H22 62G32 05C90 PDFBibTeX XMLCite \textit{N. Gissibl} et al., Scand. J. Stat. 48, No. 1, 188--211 (2021; Zbl 1467.62105) Full Text: DOI arXiv
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
Huang, Xianzheng; Zhang, Hongmei Tests for differential Gaussian Bayesian networks based on quadratic inference functions. (English) Zbl 1510.62046 Comput. Stat. Data Anal. 159, Article ID 107209, 17 p. (2021). MSC: 62-08 62H15 62P10 PDFBibTeX XMLCite \textit{X. Huang} and \textit{H. Zhang}, Comput. Stat. Data Anal. 159, Article ID 107209, 17 p. (2021; Zbl 1510.62046) Full Text: DOI
Klüppelberg, Claudia; Krali, Mario Estimating an extreme Bayesian network via scalings. (English) Zbl 1461.62083 J. Multivariate Anal. 181, Article ID 104672, 23 p. (2021). MSC: 62H22 62R01 62G30 62G32 60G70 60F10 65S05 05C90 62P10 62P05 PDFBibTeX XMLCite \textit{C. Klüppelberg} and \textit{M. Krali}, J. Multivariate Anal. 181, Article ID 104672, 23 p. (2021; Zbl 1461.62083) 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
Kuroki, Manabu; Nanmo, Hisayoshi Variance formulas for estimated mean response and predicted response with external intervention based on the back-door criterion in linear structural equation models. (English) Zbl 1476.62159 AStA, Adv. Stat. Anal. 104, No. 4, 667-685 (2020). MSC: 62J10 62P30 05C90 PDFBibTeX XMLCite \textit{M. Kuroki} and \textit{H. Nanmo}, AStA, Adv. Stat. Anal. 104, No. 4, 667--685 (2020; Zbl 1476.62159) 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
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
Lee, Kuang-Yao; Liu, Tianqi; Li, Bing; Zhao, Hongyu Learning causal networks via additive faithfulness. (English) Zbl 1475.68279 J. Mach. Learn. Res. 21, Paper No. 51, 38 p. (2020). Reviewer: Martin Holeňa (Praha) MSC: 68T05 46E22 62D20 62G05 62H22 PDFBibTeX XMLCite \textit{K.-Y. Lee} et al., J. Mach. Learn. Res. 21, Paper No. 51, 38 p. (2020; Zbl 1475.68279) Full Text: Link
Li, Chunlin; Shen, Xiaotong; Pan, Wei Likelihood ratio tests for a large directed acyclic graph. (English) Zbl 1441.62249 J. Am. Stat. Assoc. 115, No. 531, 1304-1319 (2020). MSC: 62M30 62P10 PDFBibTeX XMLCite \textit{C. Li} et al., J. Am. Stat. Assoc. 115, No. 531, 1304--1319 (2020; Zbl 1441.62249) Full Text: DOI Link
Saddiki, Hachem; Balzer, Laura B. A primer on causality in data science. (English) Zbl 1445.62022 J. SFdS 161, No. 1, 67-90 (2020). MSC: 62D20 62A01 62R07 62P10 05C90 PDFBibTeX XMLCite \textit{H. Saddiki} and \textit{L. B. Balzer}, J. SFdS 161, No. 1, 67--90 (2020; Zbl 1445.62022) Full Text: arXiv
Mhaskar, H. N.; Poggio, T. Function approximation by deep networks. (English) Zbl 1442.62215 Commun. Pure Appl. Anal. 19, No. 8, 4085-4095 (2020). MSC: 62M45 62R20 41A25 68Q32 05C90 PDFBibTeX XMLCite \textit{H. N. Mhaskar} and \textit{T. Poggio}, Commun. Pure Appl. Anal. 19, No. 8, 4085--4095 (2020; Zbl 1442.62215) Full Text: DOI arXiv
Ghose, Amur; Jaini, Priyank; Poupart, Pascal Learning directed acyclic graph SPNs in sub-quadratic time. (English) Zbl 1433.68342 Int. J. Approx. Reasoning 120, 48-73 (2020). MSC: 68T05 62H22 PDFBibTeX XMLCite \textit{A. Ghose} et al., Int. J. Approx. Reasoning 120, 48--73 (2020; Zbl 1433.68342) Full Text: DOI
Stanghellini, Elena; Doretti, Marco On marginal and conditional parameters in logistic regression models. (English) Zbl 1464.62353 Biometrika 106, No. 3, 732-739 (2019). MSC: 62J12 05C90 PDFBibTeX XMLCite \textit{E. Stanghellini} and \textit{M. Doretti}, Biometrika 106, No. 3, 732--739 (2019; Zbl 1464.62353) Full Text: DOI arXiv
Vinod, Hrishikesh D. New exogeneity tests and causal paths. (English) Zbl 1439.62248 Vinod, Hrishikesh D. (ed.) et al., Conceptual econometrics using R. Amsterdam: Elsevier/North Holland. Handb. Stat. 41, 33-64 (2019). MSC: 62P20 62F40 05C90 60E15 PDFBibTeX XMLCite \textit{H. D. Vinod}, Handb. Stat. 41, 33--64 (2019; Zbl 1439.62248) 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
Sondhi, Arjun; Shojaie, Ali The reduced PC-algorithm: improved causal structure learning in large random networks. (English) Zbl 1446.62256 J. Mach. Learn. Res. 20, Paper No. 164, 31 p. (2019). MSC: 62M40 62H22 60G60 05C90 62-08 62P10 PDFBibTeX XMLCite \textit{A. Sondhi} and \textit{A. Shojaie}, J. Mach. Learn. Res. 20, Paper No. 164, 31 p. (2019; Zbl 1446.62256) Full Text: arXiv 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
Datta, Abhirup; Banerjee, Sudipto; Hodges, James S.; Gao, Leiwen Spatial disease mapping using directed acyclic graph auto-regressive (DAGAR) models. (English) Zbl 1435.62319 Bayesian Anal. 14, No. 4, 1221-1244 (2019). MSC: 62M10 62P10 62H11 05C90 62F15 PDFBibTeX XMLCite \textit{A. Datta} et al., Bayesian Anal. 14, No. 4, 1221--1244 (2019; Zbl 1435.62319) Full Text: DOI arXiv Euclid
Chakraborty, Shubhadeep; Zhang, Xianyang Distance metrics for measuring joint dependence with application to causal inference. (English) Zbl 1428.62337 J. Am. Stat. Assoc. 114, No. 528, 1638-1650 (2019). MSC: 62J10 62H20 PDFBibTeX XMLCite \textit{S. Chakraborty} and \textit{X. Zhang}, J. Am. Stat. Assoc. 114, No. 528, 1638--1650 (2019; Zbl 1428.62337) Full Text: DOI arXiv
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
Ni, Yang; Stingo, Francesco C.; Baladandayuthapani, Veerabhadran Bayesian graphical regression. (English) Zbl 1418.62088 J. Am. Stat. Assoc. 114, No. 525, 184-197 (2019). MSC: 62F15 62G05 62M10 62P10 PDFBibTeX XMLCite \textit{Y. Ni} et al., J. Am. Stat. Assoc. 114, No. 525, 184--197 (2019; Zbl 1418.62088) Full Text: DOI Link
Ramdas, Aaditya; Chen, Jianbo; Wainwright, Martin J.; Jordan, Michael I. A sequential algorithm for false discovery rate control on directed acyclic graphs. (English) Zbl 1506.62312 Biometrika 106, No. 1, 69-86 (2019). MSC: 62H15 05C20 62J15 62P10 PDFBibTeX XMLCite \textit{A. Ramdas} et al., Biometrika 106, No. 1, 69--86 (2019; Zbl 1506.62312) Full Text: DOI Link
Szretter Noste, María Eugenia Using DAGs to identify the sufficient dimension reduction in the principal fitted components model. (English) Zbl 1414.62221 Stat. Probab. Lett. 145, 317-320 (2019). MSC: 62H25 05C90 PDFBibTeX XMLCite \textit{M. E. Szretter Noste}, Stat. Probab. Lett. 145, 317--320 (2019; Zbl 1414.62221) Full Text: DOI
Müller, Dominik; Czado, Claudia Representing sparse Gaussian DAGs as sparse R-vines allowing for non-Gaussian dependence. (English) Zbl 07498951 J. Comput. Graph. Stat. 27, No. 2, 334-344 (2018). MSC: 62-XX PDFBibTeX XMLCite \textit{D. Müller} and \textit{C. Czado}, J. Comput. Graph. Stat. 27, No. 2, 334--344 (2018; Zbl 07498951) Full Text: DOI arXiv
Miao, Wang; Liu, Chunchen; Geng, Zhi Statistical approaches for causal inference. (Chinese. English summary) Zbl 1499.62044 Sci. Sin., Math. 48, No. 12, 1753-1778 (2018). MSC: 62A01 62D20 PDFBibTeX XMLCite \textit{W. Miao} et al., Sci. Sin., Math. 48, No. 12, 1753--1778 (2018; Zbl 1499.62044) Full Text: DOI
Changpetch, Pannapa; Haughton, Dominique Sociological mechanisms underlying alcohol, tobacco, and gambling: a causal mediation analysis. (English) Zbl 1428.62503 Thail. Stat. 16, No. 1, 56-63 (2018). MSC: 62P25 62P10 62H20 05C90 PDFBibTeX XMLCite \textit{P. Changpetch} and \textit{D. Haughton}, Thail. Stat. 16, No. 1, 56--63 (2018; Zbl 1428.62503)
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
Uhler, Caroline; Lenkoski, Alex; Richards, Donald Exact formulas for the normalizing constants of Wishart distributions for graphical models. (English) Zbl 1392.62146 Ann. Stat. 46, No. 1, 90-118 (2018). Reviewer: Alessandro Selvitella (Ottawa) MSC: 62H05 60E05 62E15 PDFBibTeX XMLCite \textit{C. Uhler} et al., Ann. Stat. 46, No. 1, 90--118 (2018; Zbl 1392.62146) Full Text: DOI arXiv
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
Ding, P.; VanderWeele, T. J.; Robins, J. M. Instrumental variables as bias amplifiers with general outcome and confounding. (English) Zbl 1506.62247 Biometrika 104, No. 2, 291-302 (2017). MSC: 62D20 62P10 PDFBibTeX XMLCite \textit{P. Ding} et al., Biometrika 104, No. 2, 291--302 (2017; Zbl 1506.62247) Full Text: DOI arXiv
Changpetch, Pannapa; Haughton, Dominique Sociological mechanisms underlying alcohol, tobacco, and gambling: a causal mediation analysis. (English) Zbl 1462.62744 Faye, Jan (ed.) et al., Niels Bohr and the philosophy of physics. Twenty-first-century perspectives. New York, NY: Bloomsbury Academic. 56-63 (2017). MSC: 62P25 62P10 62G30 05C90 05C20 PDFBibTeX XMLCite \textit{P. Changpetch} and \textit{D. Haughton}, in: Niels Bohr and the philosophy of physics. Twenty-first-century perspectives. New York, NY: Bloomsbury Academic. 56--63 (2017; Zbl 1462.62744)
Han, Sung Won; Kim, Sunghwan; Seok, Junhee; Yoon, Jeewhan; Zhong, Hua Estimation of directed subnetworks in ultra-high dimensional data for gene network problems. (English) Zbl 1387.92034 Stat. Interface 10, No. 4, 657-676 (2017). MSC: 92C40 62P10 PDFBibTeX XMLCite \textit{S. W. Han} et al., Stat. Interface 10, No. 4, 657--676 (2017; Zbl 1387.92034) Full Text: DOI
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
Han, Shengtong; Zhang, Hongmei; Homayouni, Ramin; Karmaus, Wilfried An efficient Bayesian approach for Gaussian Bayesian network structure learning. (English) Zbl 1377.62142 Commun. Stat., Simulation Comput. 46, No. 7, 5070-5084 (2017). MSC: 62H12 62P10 05C90 PDFBibTeX XMLCite \textit{S. Han} et al., Commun. Stat., Simulation Comput. 46, No. 7, 5070--5084 (2017; Zbl 1377.62142) Full Text: DOI Link
Karimnezhad, Ali; Lucas, Peter J. F.; Parsian, Ahmad Constrained parameter estimation with uncertain priors for Bayesian networks. (English) Zbl 1382.62007 Electron. J. Stat. 11, No. 2, 4000-4032 (2017). Reviewer: Oscar Bustos (Córdoba) MSC: 62F15 62C10 62F30 62F35 PDFBibTeX XMLCite \textit{A. Karimnezhad} et al., Electron. J. Stat. 11, No. 2, 4000--4032 (2017; Zbl 1382.62007) Full Text: DOI 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
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
Cressie, Noel; Zammit-Mangion, Andrew Multivariate spatial covariance models: a conditional approach. (English) Zbl 1506.62297 Biometrika 103, No. 4, 915-935 (2016). MSC: 62H11 86A32 PDFBibTeX XMLCite \textit{N. Cressie} and \textit{A. Zammit-Mangion}, Biometrika 103, No. 4, 915--935 (2016; Zbl 1506.62297) Full Text: DOI arXiv Link
Han, Sung Won; Zhong, Hua Estimation of sparse directed acyclic graphs for multivariate counts data. (English) Zbl 1390.62263 Biometrics 72, No. 3, 791-803 (2016). MSC: 62P10 62H12 PDFBibTeX XMLCite \textit{S. W. Han} and \textit{H. Zhong}, Biometrics 72, No. 3, 791--803 (2016; Zbl 1390.62263) 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
Evans, Robin J. Graphs for margins of Bayesian networks. (English) Zbl 1468.62300 Scand. J. Stat. 43, No. 3, 625-648 (2016). MSC: 62H22 62F15 05C90 PDFBibTeX XMLCite \textit{R. J. Evans}, Scand. J. Stat. 43, No. 3, 625--648 (2016; Zbl 1468.62300) Full Text: DOI arXiv
Su, Chengwei; Borsuk, Mark E. Improving structure MCMC for Bayesian networks through Markov blanket resampling. (English) Zbl 1367.68238 J. Mach. Learn. Res. 17, Paper No. 118, 20 p. (2016). MSC: 68T05 60J22 62H99 PDFBibTeX XMLCite \textit{C. Su} and \textit{M. E. Borsuk}, J. Mach. Learn. Res. 17, Paper No. 118, 20 p. (2016; Zbl 1367.68238) Full Text: Link
Malmi, Eric; Tatti, Nikolaj; Gionis, Aristides Beyond rankings: comparing directed acyclic graphs. (English) Zbl 1405.68096 Data Min. Knowl. Discov. 29, No. 5, 1233-1257 (2015). MSC: 68P01 62H30 68Q17 68R10 PDFBibTeX XMLCite \textit{E. Malmi} et al., Data Min. Knowl. Discov. 29, No. 5, 1233--1257 (2015; Zbl 1405.68096) Full Text: DOI
Pensar, Johan; Nyman, Henrik; Koski, Timo; Corander, Jukka Labeled directed acyclic graphs: a generalization of context-specific independence in directed graphical models. (English) Zbl 1403.68206 Data Min. Knowl. Discov. 29, No. 2, 503-533 (2015). MSC: 68T05 05C20 62A09 62F15 PDFBibTeX XMLCite \textit{J. Pensar} et al., Data Min. Knowl. Discov. 29, No. 2, 503--533 (2015; Zbl 1403.68206) Full Text: DOI arXiv
Ni, Yang; Stingo, Francesco C.; Baladandayuthapani, Veerabhadran Bayesian nonlinear model selection for gene regulatory networks. (English) Zbl 1419.62419 Biometrics 71, No. 3, 585-595 (2015). MSC: 62P10 62G08 62F15 PDFBibTeX XMLCite \textit{Y. Ni} et al., Biometrics 71, No. 3, 585--595 (2015; Zbl 1419.62419) Full Text: DOI Link
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
Schiopu Kratina, Ioana; Zamfirescu, Christina Maria; Trépanier, Kyle; Marques, Lennon Survey questionnaires and graphs. (English) Zbl 1336.62047 Electron. J. Stat. 9, No. 2, 2202-2254 (2015). MSC: 62D05 60C05 05C90 05C20 PDFBibTeX XMLCite \textit{I. Schiopu Kratina} et al., Electron. J. Stat. 9, No. 2, 2202--2254 (2015; Zbl 1336.62047) Full Text: DOI Euclid
Stanghellini, Elena; Pakpahan, Eduwin Identification of causal effects in linear models: beyond instrumental variables. (English) Zbl 1326.62133 Test 24, No. 3, 489-509 (2015). MSC: 62H20 PDFBibTeX XMLCite \textit{E. Stanghellini} and \textit{E. Pakpahan}, Test 24, No. 3, 489--509 (2015; Zbl 1326.62133) Full Text: DOI
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
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
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
Evans, Robin J.; Richardson, Thomas S. Marginal log-linear parameters for graphical Markov models. (English) Zbl 1411.62077 J. R. Stat. Soc., Ser. B, Stat. Methodol. 75, No. 4, 743-768 (2013). MSC: 62F30 62P10 62A09 62Hxx PDFBibTeX XMLCite \textit{R. J. Evans} and \textit{T. S. Richardson}, J. R. Stat. Soc., Ser. B, Stat. Methodol. 75, No. 4, 743--768 (2013; Zbl 1411.62077) Full Text: DOI arXiv Link
Presanis, Anne M.; Ohlssen, David; Spiegelhalter, David J.; De Angelis, Daniela Conflict diagnostics in directed acyclic graphs, with applications in Bayesian evidence synthesis. (English) Zbl 1331.62160 Stat. Sci. 28, No. 3, 376-397 (2013). MSC: 62F15 05C05 62P10 PDFBibTeX XMLCite \textit{A. M. Presanis} et al., Stat. Sci. 28, No. 3, 376--397 (2013; Zbl 1331.62160) 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
Inoue, Kiyoshi; Aki, Sigeo Distributions of numbers of runs and scans on directed acyclic graphs with generation. (English) Zbl 1305.65048 Comput. Stat. 28, No. 3, 1133-1150 (2013). MSC: 62-08 PDFBibTeX XMLCite \textit{K. Inoue} and \textit{S. Aki}, Comput. Stat. 28, No. 3, 1133--1150 (2013; Zbl 1305.65048) Full Text: DOI
Li, Benchong; Guo, Jianhua Decomposition of two classes of structural models. (English) Zbl 1314.62125 Front. Math. China 8, No. 6, 1323-1349 (2013). MSC: 62H05 05C70 05C85 PDFBibTeX XMLCite \textit{B. Li} and \textit{J. Guo}, Front. Math. China 8, No. 6, 1323--1349 (2013; Zbl 1314.62125) 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
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
Ramsahai, Roland R. Causal bounds and observable constraints for non-deterministic models. (English) Zbl 1283.68299 J. Mach. Learn. Res. 13, 829-848 (2012). MSC: 68T05 68U05 62H17 PDFBibTeX XMLCite \textit{R. R. Ramsahai}, J. Mach. Learn. Res. 13, 829--848 (2012; Zbl 1283.68299) Full Text: Link
Gao, Wei; Yang, Haizhong Identifying structural VAR model with latent variables using overcomplete ICA. (English) Zbl 1284.62354 Far East J. Theor. Stat. 40, No. 1, 31-44 (2012). MSC: 62H25 62M10 62-04 PDFBibTeX XMLCite \textit{W. Gao} and \textit{H. Yang}, Far East J. Theor. Stat. 40, No. 1, 31--44 (2012; Zbl 1284.62354) Full Text: Link
Röhmel, Joachim On familywise type I error control for multiplicity in equivalence trials with three or more treatments. (English) Zbl 1404.62127 Biom. J. 53, No. 6, 914-926 (2011). MSC: 62P10 PDFBibTeX XMLCite \textit{J. Röhmel}, Biom. J. 53, No. 6, 914--926 (2011; Zbl 1404.62127) Full Text: DOI
Faes, C.; Ormerod, J. T.; Wand, M. P. Variational Bayesian inference for parametric and nonparametric regression with missing data. (English) Zbl 1229.62028 J. Am. Stat. Assoc. 106, No. 495, 959-971 (2011). MSC: 62F15 62G08 62J05 05C90 PDFBibTeX XMLCite \textit{C. Faes} et al., J. Am. Stat. Assoc. 106, No. 495, 959--971 (2011; Zbl 1229.62028) Full Text: DOI Link
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
Stingo, Francesco Claudio; Stanghellini, Elena; Capobianco, Rosa On the estimation of a binary response model in a selected population. (English) Zbl 1216.62152 J. Stat. Plann. Inference 141, No. 10, 3293-3303 (2011). MSC: 62N02 62P10 05C90 65C60 PDFBibTeX XMLCite \textit{F. C. Stingo} et al., J. Stat. Plann. Inference 141, No. 10, 3293--3303 (2011; Zbl 1216.62152) Full Text: DOI Link
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