Hartman, Nicholas; Messana, Joseph M.; Kang, Jian; Naik, Abhijit S.; Shearon, Tempie H.; He, Kevin Composite scores for transplant center evaluation: a new individualized empirical null method. (English) Zbl 07832667 Ann. Appl. Stat. 18, No. 1, 729-748 (2024). MSC: 62Pxx × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Shi, Chengchun; Zhu, Jin; Ye, Shen; Luo, Shikai; Zhu, Hongtu; Song, Rui Off-policy confidence interval estimation with confounded Markov decision process. (English) Zbl 07820381 J. Am. Stat. Assoc. 119, No. 545, 273-284 (2024). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Chen, Xiaohong; Liu, Ying; Ma, Shujie; Zhang, Zheng Causal inference of general treatment effects using neural networks with a diverging number of confounders. (English) Zbl 07803932 J. Econom. 238, No. 1, Article ID 105555, 27 p. (2024). MSC: 62-XX 91-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Guo, Zijian Causal inference with invalid instruments: post-selection problems and a solution using searching and sampling. (English) Zbl 07913975 J. R. Stat. Soc., Ser. B, Stat. Methodol. 85, No. 3, 959-985 (2023). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Wang, Jun; Gao, Wei; Tang, Man-lai; Liu, Changbiao Estimating treatment effects in the presence of unobserved confounders. (English) Zbl 07792933 Commun. Stat., Simulation Comput. 52, No. 10, 4685-4704 (2023). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI
Baer, Benjamin R.; Strawderman, Robert L.; Ertefaie, Ashkan Discussion on: “Instrumental variable estimation of the causal hazard ratio”. (English) Zbl 1522.62100 Biometrics 79, No. 2, 554-558 (2023). MSC: 62P10 × Cite Format Result Cite Review PDF Full Text: DOI
Pesce, Elena; Rapallo, Fabio; Riccomagno, Eva; Wynn, Henry P. Generation of all randomizations using circuits. (English) Zbl 07712157 Ann. Inst. Stat. Math. 75, No. 4, 683-704 (2023). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI
Chobtham, Kiattikun; Constantinou, Anthony C.; Kitson, Neville K. Hybrid Bayesian network discovery with latent variables by scoring multiple interventions. (English) Zbl 1517.68328 Data Min. Knowl. Discov. 37, No. 1, 476-520 (2023). MSC: 68T05 62H22 × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Yu, Dengdeng; Wang, Linbo; Kong, Dehan; Zhu, Hongtu Mapping the genetic-imaging-clinical pathway with applications to Alzheimer’s disease. (English) Zbl 1515.62123 J. Am. Stat. Assoc. 117, No. 540, 1656-1668 (2022). MSC: 62P10 92C55 62H35 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link
Bagmar, Md. Shaddam Hossain; Shen, Hua Causal inference with missingness in confounder. (English) Zbl 07660121 J. Stat. Comput. Simulation 92, No. 18, 3917-3930 (2022). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI
Du, Yujing; Ng, Hon Keung Tony; Wang, Jun; Gao, Wei On estimation of two-dimensional dynamic panel model with confounders. (English) Zbl 1524.62426 Commun. Stat., Simulation Comput. 51, No. 2, 505-517 (2022). MSC: 62M10 62H12 62F12 62P20 × Cite Format Result Cite Review PDF Full Text: DOI
Zhang, Kun Computational causal discovery: advantages and assumptions. (English) Zbl 1505.62455 Theoria, Segunda Epoca 37, No. 1, 75-86 (2022). MSC: 62A01 × Cite Format Result Cite Review PDF Full Text: DOI OA License
Ai, Chunrong; Huang, Lukang; Zhang, Zheng A simple and efficient estimation of average treatment effects in models with unmeasured confounders. (English) Zbl 1524.62141 Stat. Sin. 32, No. 2, 1007-1026 (2022). MSC: 62G05 62P15 × Cite Format Result Cite Review PDF Full Text: DOI
Lim, David K.; Rashid, Naim U.; Ibrahim, Joseph G. Model-based feature selection and clustering of RNA-seq data for unsupervised subtype discovery. (English) Zbl 1475.62259 Ann. Appl. Stat. 15, No. 1, 481-508 (2021). MSC: 62P10 62H30 62F07 92D20 × Cite Format Result Cite Review PDF Full Text: DOI
Qiu, Hongxiang; Carone, Marco; Sadikova, Ekaterina; Petukhova, Maria; Kessler, Ronald C.; Luedtke, Alex Optimal individualized decision rules using instrumental variable methods. (English) Zbl 1462.62682 J. Am. Stat. Assoc. 116, No. 533, 174-191 (2021); correction ibid. 116, No. 536, 2100 (2021). MSC: 62P10 62F12 62C05 × Cite Format Result Cite Review PDF Full Text: DOI Link
Díaz, Iván; Hejazi, Nima S. Causal mediation analysis for stochastic interventions. (English) Zbl 07554769 J. R. Stat. Soc., Ser. B, Stat. Methodol. 82, No. 3, 661-683 (2020). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Mayer, Imke; Sverdrup, Erik; Gauss, Tobias; Moyer, Jean-Denis; Wager, Stefan; Josse, Julie Doubly robust treatment effect estimation with missing attributes. (English) Zbl 1470.62160 Ann. Appl. Stat. 14, No. 3, 1409-1431 (2020). MSC: 62P10 62D10 62G05 62G35 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Euclid
Zöller, Daniela; Wockner, Leesa F.; Binder, Harald Automatic variable selection for exposure-driven propensity score matching with unmeasured confounders. (English) Zbl 1436.62670 Biom. J. 62, No. 3, 868-884 (2020). MSC: 62P10 × Cite Format Result Cite Review PDF Full Text: DOI
Spieker, Andrew J. Comment on “Penalized spline of propensity methods for treatment comparison” by Zhou, Elliott, and Little. (English) Zbl 1418.62171 J. Am. Stat. Assoc. 114, No. 525, 20-23 (2019). MSC: 62G08 62D99 62G35 62J12 × Cite Format Result Cite Review PDF Full Text: DOI
Zhou, Tingting; Elliott, Michael R.; Little, Roderick J. A. Penalized spline of propensity methods for treatment comparison. (English) Zbl 1418.62179 J. Am. Stat. Assoc. 114, No. 525, 1-19 (2019). MSC: 62G08 62D99 62G35 62J12 × Cite Format Result Cite Review PDF Full Text: DOI Link
Josephy, Haeike; Loeys, Tom; Kindt, Sara Lower-level mediation with binary measures. (English) Zbl 07083293 Stat. Interface 12, No. 4, 511-526 (2019). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI
Hu, Liangyuan; Hogan, Joseph W.; Mwangi, Ann W.; Siika, Abraham Modeling the causal effect of treatment initiation time on survival: application to HIV/TB co-infection. (English) Zbl 1414.62447 Biometrics 74, No. 2, 703-713 (2018). MSC: 62P10 62N05 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link
Ertefaie, Ashkan; Nguyen, Anh; Harding, David J.; Morenoff, Jeffrey D.; Yang, Wei Instrumental variable analysis with censored data in the presence of many weak instruments: application to the effect of being sentenced to prison on time to employment. (English) Zbl 1412.62209 Ann. Appl. Stat. 12, No. 4, 2647-2673 (2018). MSC: 62P25 62N01 62G35 × Cite Format Result Cite Review PDF Full Text: DOI Euclid
de Luna, Xavier; Fowler, Philip; Johansson, Per Proxy variables and nonparametric identification of causal effects. (English) Zbl 1400.62152 Econ. Lett. 150, 152-154 (2017). MSC: 62J05 62G08 × Cite Format Result Cite Review PDF Full Text: DOI Link
Papageorgiou, Georgios; Richardson, Sylvia; Best, Nicky Bayesian non-parametric models for spatially indexed data of mixed type. (English) Zbl 1414.62175 J. R. Stat. Soc., Ser. B, Stat. Methodol. 77, No. 5, 973-999 (2015). MSC: 62H11 62F15 62G08 62P12 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link
Maathuis, Marloes H.; Colombo, Diego A generalized back-door criterion. (English) Zbl 1320.62157 Ann. Stat. 43, No. 3, 1060-1088 (2015). MSC: 62H99 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Euclid
Obenchain, R. L.; Young, S. S. Advancing statistical thinking in observational health care research. (English) Zbl 1423.62150 J. Stat. Theory Pract. 7, No. 2, 456-469 (2013). MSC: 62P10 62G05 62H30 × Cite Format Result Cite Review PDF Full Text: DOI
Hyttinen, Antti; Eberhardt, Frederick; Hoyer, Patrik O. Learning linear cyclic causal models with latent variables. (English) Zbl 1433.68350 J. Mach. Learn. Res. 13, 3387-3439 (2012). MSC: 68T05 62D20 62H20 62H22 × Cite Format Result Cite Review PDF Full Text: Link
Luo, Xi; Small, Dylan S.; Li, Chiang-Shan R.; Rosenbaum, Paul R. Inference with interference between units in an fMRI experiment of motor inhibition. (English) Zbl 1261.92008 J. Am. Stat. Assoc. 107, No. 498, 530-541 (2012). MSC: 92C20 91E10 62P10 65C20 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link
Sobel, Michael E. Does marriage boost men’s wages?: Identification of treatment effects in fixed effects regression models for panel data. (English) Zbl 1261.62106 J. Am. Stat. Assoc. 107, No. 498, 521-529 (2012). MSC: 62P25 62J99 62J05 × Cite Format Result Cite Review PDF Full Text: DOI
Imai, Kosuke; Keele, Luke; Yamamoto, Teppei Identification, inference and sensitivity analysis for causal mediation effects. (English) Zbl 1328.62478 Stat. Sci. 25, No. 1, 51-71 (2010). MSC: 62J20 62P25 62G05 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Euclid
Cao, Weihua; Tsiatis, Anastasios A.; Davidian, Marie Improving efficiency and robustness of the doubly robust estimator for a population mean with incomplete data. (English) Zbl 1170.62007 Biometrika 96, No. 3, 723-734 (2009). MSC: 62D05 62F35 × Cite Format Result Cite Review PDF Full Text: DOI OA License
Copas, John; Eguchi, Shinto Local model uncertainty and incomplete-data bias. (English) Zbl 1095.62035 J. R. Stat. Soc., Ser. B, Stat. Methodol. 67, No. 4, 459-513 (2005). MSC: 62F99 62P10 × Cite Format Result Cite Review PDF Full Text: DOI
Kulldorff, Martin A spatial scan statistic. (English) Zbl 0920.62116 Commun. Stat., Theory Methods 26, No. 6, 1481-1496 (1997). MSC: 62M99 62P10 × Cite Format Result Cite Review PDF Full Text: DOI