Tchetgen Tchetgen, Eric J.; Ying, Andrew; Cui, Yifan; Shi, Xu; Miao, Wang An introduction to proximal causal inference. (English) Zbl 07887301 Stat. Sci. 39, No. 3, 375-390 (2024). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link
Li, Canhui; Li, Weirong; Zhu, Wensheng Penalized robust learning for optimal treatment regimes with heterogeneous individualized treatment effects. (English) Zbl 07880718 J. Appl. Stat. 51, No. 6, 1151-1170 (2024). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI
Michael, Haben; Cui, Yifan; Lorch, Scott A.; Tchetgen Tchetgen, Eric J. Instrumental variable estimation of marginal structural mean models for time-varying treatment. (English) Zbl 07877156 J. Am. Stat. Assoc. 119, No. 546, 1240-1251 (2024). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Laha, Nilanjana; Sonabend-W, Aaron; Mukherjee, Rajarshi; Cai, Tianxi Finding the optimal dynamic treatment regimes using smooth Fisher consistent surrogate loss. (English) Zbl 1539.62322 Ann. Stat. 52, No. 2, 679-707 (2024). MSC: 62P10 62H30 68T05 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Bradic, Jelena; Ji, Weijie; Zhang, Yuqian High-dimensional inference for dynamic treatment effects. (English) Zbl 1539.62050 Ann. Stat. 52, No. 2, 415-440 (2024). MSC: 62D20 62G35 62J07 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Zhu, Shuying; Shen, Weining; Fu, Haoda; Qu, Annie Risk-aware restricted outcome learning for individualized treatment regimes of schizophrenia. (English) Zbl 07832611 Ann. Appl. Stat. 18, No. 2, 1319-1336 (2024). MSC: 62Pxx × Cite Format Result Cite Review PDF Full Text: DOI
Ghosh, Palash; Yan, Xiaoxi; Chakraborty, Bibhas A novel approach to assess dynamic treatment regimes embedded in a SMART with an ordinal outcome. (English) Zbl 07924991 Stat. Med. 42, No. 7, 1096-1111 (2023). MSC: 62P10 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Tec, Mauricio; Duan, Yunshan; Müller, Peter A comparative tutorial of Bayesian sequential design and reinforcement learning. (English) Zbl 07872114 Am. Stat. 77, No. 2, 223-233 (2023). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Zamanian, Alireza; Ahmidi, Narges; Drton, Mathias Assessable and interpretable sensitivity analysis in the pattern graph framework for nonignorable missingness mechanisms. (English) Zbl 1540.62201 Stat. Med. 42, No. 29, 5419-5450 (2023). MSC: 62P10 × Cite Format Result Cite Review PDF Full Text: DOI OA License
Pennoni, Fulvia; Paas, Leonard J.; Bartolucci, Francesco A causal hidden Markov model for assessing effects of multiple direct mail campaigns. (English) Zbl 1536.62089 Test 32, No. 4, 1336-1364 (2023). MSC: 62P20 62M05 62H30 90B60 × Cite Format Result Cite Review PDF Full Text: DOI
Bian, Zeyu; Moodie, Erica E. M.; Shortreed, Susan M.; Bhatnagar, Sahir Variable selection in regression-based estimation of dynamic treatment regimes. (English) Zbl 1522.62105 Biometrics 79, No. 2, 988-999 (2023). MSC: 62P10 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Wang, Linbo; Meng, Xiang; Richardson, Thomas S.; Robins, James M. Coherent modeling of longitudinal causal effects on binary outcomes. (English) Zbl 1522.62247 Biometrics 79, No. 2, 775-787 (2023). MSC: 62P10 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Fang, Ethan X.; Wang, Zhaoran; Wang, Lan Fairness-oriented learning for optimal individualized treatment rules. (English) Zbl 07751804 J. Am. Stat. Assoc. 118, No. 543, 1733-1746 (2023). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI Link
Fitzenberger, Bernd; Osikominu, Aderonke; Paul, Marie The effects of training incidence and planned training duration on labor market transitions. (English) Zbl 07693707 J. Econom. 235, No. 1, 256-279 (2023). MSC: 62-XX 91-XX × Cite Format Result Cite Review PDF Full Text: DOI OA License
Yin, Li; Wang, Xiaoqin Estimating and testing sequential causal effects based on alternative G-formula: an observational study of the influence of early diagnosis on survival of cardia cancer. (English) Zbl 07872066 Commun. Stat., Simulation Comput. 53, No. 4, 1917-1931 (2024). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI OA License
Zhou, Nina; Brook, Robert D.; Dinov, Ivo D.; Wang, Lu Optimal dynamic treatment regime estimation using information extraction from unstructured clinical text. (English) Zbl 1523.62247 Biom. J. 64, No. 4, 805-817 (2022). MSC: 62P10 × Cite Format Result Cite Review PDF Full Text: DOI
Sun, Hao; Ertefaie, Ashkan; Johnson, Brent A. Estimating mean potential outcome under adaptive treatment length strategies in continuous time. (English) Zbl 1520.62335 Biometrics 78, No. 4, 1503-1514 (2022). MSC: 62P10 × Cite Format Result Cite Review PDF Full Text: DOI Link
Kock, Anders Bredahl; Preinerstorfer, David; Veliyev, Bezirgen Functional sequential treatment allocation. (English) Zbl 1506.62409 J. Am. Stat. Assoc. 117, No. 539, 1311-1323 (2022). MSC: 62P05 62K99 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link
Oh, Eun Jeong; Qian, Min; Cheung, Ying Kuen Generalization error bounds of dynamic treatment regimes in penalized regression-based learning. (English) Zbl 1539.62326 Ann. Stat. 50, No. 4, 2047-2071 (2022). MSC: 62P10 62H99 62J07 68T05 × Cite Format Result Cite Review PDF Full Text: DOI
Wen, Lan; Hernán, Miguel A.; Robins, James M. Multiply robust estimators of causal effects for survival outcomes. (English) Zbl 1496.62040 Scand. J. Stat. 49, No. 3, 1304-1328 (2022). MSC: 62D20 62F35 × Cite Format Result Cite Review PDF Full Text: DOI
Watson, David S.; Floridi, Luciano The explanation game: a formal framework for interpretable machine learning. (English) Zbl 1525.68128 Synthese 198, No. 10, 9211-9242 (2021). MSC: 68T05 91A80 × Cite Format Result Cite Review PDF Full Text: DOI OA License
Tchetgen Tchetgen, Eric; Sun, Baoluo; Walter, Stefan The GENIUS approach to robust Mendelian randomization inference. (English) Zbl 07473927 Stat. Sci. 36, No. 3, 443-464 (2021). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Han, Sukjin Identification in nonparametric models for dynamic treatment effects. (English) Zbl 07414286 J. Econom. 225, No. 2, 132-147 (2021). MSC: 62-XX 91-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Schulz, Juliana; Moodie, Erica E. M. Doubly robust estimation of optimal dosing strategies. (English) Zbl 1457.62372 J. Am. Stat. Assoc. 116, No. 533, 256-268 (2021). MSC: 62P10 62L12 × Cite Format Result Cite Review PDF Full Text: DOI Link
Dukes, Oliver; Avagyan, Vahe; Vansteelandt, Stijn Doubly robust tests of exposure effects under high-dimensional confounding. (English) Zbl 1520.62184 Biometrics 76, No. 4, 1190-1200 (2020). MSC: 62P10 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Qian, Tianchen; Klasnja, Predrag; Murphy, Susan A. Linear mixed models with endogenous covariates: modeling sequential treatment effects with application to a mobile health study. (English) Zbl 07292522 Stat. Sci. 35, No. 3, 375-390 (2020). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv Euclid
Ricciardi, Federico; Mattei, Alessandra; Mealli, Fabrizia Bayesian inference for sequential treatments under latent sequential ignorability. (English) Zbl 1441.62211 J. Am. Stat. Assoc. 115, No. 531, 1498-1517 (2020). MSC: 62L10 62F15 62D05 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Wang, Xiaoqin; Yin, Li New \(G\)-formula for the sequential causal effect and blip effect of treatment in sequential causal inference. (English) Zbl 1439.62183 Ann. Stat. 48, No. 1, 138-160 (2020). Reviewer: Rózsa Horváth-Bokor (Budakalász) MSC: 62L12 62H12 62H15 62F03 62F30 × Cite Format Result Cite Review PDF Full Text: DOI Euclid
Babino, Lucia; Rotnitzky, Andrea; Robins, James Multiple robust estimation of marginal structural mean models for unconstrained outcomes. (English) Zbl 1436.62507 Biometrics 75, No. 1, 90-99 (2019). MSC: 62P10 62G35 × Cite Format Result Cite Review PDF Full Text: DOI
Witte, Janine; Didelez, Vanessa Covariate selection strategies for causal inference: classification and comparison. (English) Zbl 1429.62630 Biom. J. 61, No. 5, 1270-1289 (2019). MSC: 62P10 × Cite Format Result Cite Review PDF Full Text: DOI
Zhao, Ying-Qi; Laber, Eric B.; Ning, Yang; Saha, Sumona; Sands, Bruce E. Efficient augmentation and relaxation learning for individualized treatment rules using observational data. (English) Zbl 1484.62130 J. Mach. Learn. Res. 20, Paper No. 48, 23 p. (2019). MSC: 62P10 62H30 62G05 × Cite Format Result Cite Review PDF Full Text: arXiv Link
Liang, Shuhan; Lu, Wenbin; Song, Rui Deep advantage learning for optimal dynamic treatment regime. (English) Zbl 07660161 Stat. Theory Relat. Fields 2, No. 1, 80-88 (2018). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI Link
Wang, Lan; Zhou, Yu; Song, Rui; Sherwood, Ben Quantile-optimal treatment regimes. (English) Zbl 1402.62294 J. Am. Stat. Assoc. 113, No. 523, 1243-1254 (2018). MSC: 62P10 62G05 × Cite Format Result Cite Review PDF Full Text: DOI Link
Laber, Eric B.; Staicu, Ana-Maria Functional feature construction for individualized treatment regimes. (English) Zbl 1402.62276 J. Am. Stat. Assoc. 113, No. 523, 1219-1227 (2018). MSC: 62P10 62G05 62J05 × Cite Format Result Cite Review PDF Full Text: DOI Link
Tao, Yebin; Wang, Lu; Almirall, Daniel Tree-based reinforcement learning for estimating optimal dynamic treatment regimes. (English) Zbl 1405.62206 Ann. Appl. Stat. 12, No. 3, 1914-1938 (2018). MSC: 62P10 62C05 × Cite Format Result Cite Review PDF Full Text: DOI Euclid
Persson, Emma; Häggström, Jenny; Waernbaum, Ingeborg; de Luna, Xavier Data-driven algorithms for dimension reduction in causal inference. (English) Zbl 1466.62176 Comput. Stat. Data Anal. 105, 280-292 (2017). MSC: 62-08 62P10 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link
Tao, Yebin; Wang, Lu Adaptive contrast weighted learning for multi-stage multi-treatment decision-making. (English) Zbl 1366.62243 Biometrics 73, No. 1, 145-155 (2017). MSC: 62P10 62C12 68T05 × Cite Format Result Cite Review PDF Full Text: DOI Link
Vansteelandt, Stijn; Sjolander, Arvid Revisiting g-estimation of the effect of a time-varying exposure subject to time-varying confounding. (English) Zbl 1416.92171 Epidemiol. Methods 5, No. 1, 37-56 (2016). MSC: 92D30 × Cite Format Result Cite Review PDF Full Text: DOI
Fan, Ailin; Lu, Wenbin; Song, Rui Sequential advantage selection for optimal treatment regime. (English) Zbl 1454.62330 Ann. Appl. Stat. 10, No. 1, 32-53 (2016). MSC: 62P10 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Euclid
Lu, Xi; Lynch, Kevin G.; Oslin, David W.; Murphy, Susan Comparing treatment policies with assistance from the structural nested mean model. (English) Zbl 1393.62082 Biometrics 72, No. 1, 10-19 (2016). MSC: 62P10 62N02 × Cite Format Result Cite Review PDF Full Text: DOI Link
Wallace, Michael P.; Moodie, Erica E. M. Doubly-robust dynamic treatment regimen estimation via weighted least squares. (English) Zbl 1419.62467 Biometrics 71, No. 3, 636-644 (2015). MSC: 62P10 92C50 × Cite Format Result Cite Review PDF Full Text: DOI
Cheung, Ying Kuen; Chakraborty, Bibhas; Davidson, Karina W. Sequential multiple assignment randomized trial (SMART) with adaptive randomization for quality improvement in depression treatment program. (English) Zbl 1390.62244 Biometrics 71, No. 2, 450-459 (2015). MSC: 62P10 62K05 × Cite Format Result Cite Review PDF Full Text: DOI Link
Wang, Xiaoqin; Yin, Li Identifying and estimating net effects of treatments in sequential causal inference. (English) Zbl 1327.62350 Electron. J. Stat. 9, No. 1, 1608-1643 (2015). MSC: 62H12 62H15 62F03 62F30 × Cite Format Result Cite Review PDF Full Text: DOI Euclid
Ertefaie, Ashkan; Asgharian, Masoud; Stephens, David Propensity score estimation in the presence of length-biased sampling: a non-parametric adjustment approach. (English) Zbl 07847429 Stat 3, No. 1, 83-94 (2014). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Young, Jessica G.; Hernán, Miguel A.; Robins, James M. Identification, estimation and approximation of risk under interventions that depend on the natural value of treatment using observational data. (English) Zbl 1343.92252 Epidemiol. Methods 3, No. 1, 1-19 (2014). MSC: 92C50 62P10 62N02 62N03 × Cite Format Result Cite Review PDF Full Text: DOI Link
Vansteelandt, Stijn; Joffe, Marshall Structural nested models and G-estimation: the partially realized promise. (English) Zbl 1331.62208 Stat. Sci. 29, No. 4, 707-731 (2014). MSC: 62G05 62P10 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Euclid
Li, Liang; Hu, Bo; Kattan, Michael W. Modeling potential time to event data with competing risks. (English) Zbl 1322.62316 Lifetime Data Anal. 20, No. 2, 316-334 (2014). MSC: 62P10 62N05 62-07 × Cite Format Result Cite Review PDF Full Text: DOI Link
Laber, Eric B.; Lizotte, Daniel J.; Qian, Min; Pelham, William E.; Murphy, Susan A. Dynamic treatment regimes: technical challenges and applications. (English) Zbl 1298.62189 Electron. J. Stat. 8, No. 1, 1225-1272 (2014). MSC: 62P10 62F40 × Cite Format Result Cite Review PDF Full Text: DOI Euclid
VanderWeele, Tyler J.; Shpitser, Ilya On the definition of a confounder. (English) Zbl 1347.62017 Ann. Stat. 41, No. 1, 196-220 (2013). MSC: 62A01 62J99 62P10 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Euclid
Zhang, Mingyuan; Joffe, Marshall M.; Small, Dylan S. Causal inference for continuous-time processes when covariates are observed only at discrete times. (English) Zbl 1209.62214 Ann. Stat. 39, No. 1, 131-173 (2011). MSC: 62M99 62P10 05C90 62L99 65C60 62N02 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Dawid, A. Philip; Didelez, Vanessa Identifying the consequences of dynamic treatment strategies: a decision-theoretic overview. (English) Zbl 1274.62072 Stat. Surv. 4, 184-231 (2010). MSC: 62C05 62A01 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Euclid
Vansteelandt, Stijn; Mertens, Karl; Suetens, Carl; Goetghebeur, Els Marginal structural models for partial exposure regimes. (English) Zbl 1437.62639 Biostatistics 10, No. 1, 46-59 (2009). MSC: 62P10 × Cite Format Result Cite Review PDF Full Text: DOI Link
Ali, R. Ayesha; Richardson, Thomas S.; Spirtes, Peter Markov equivalence for ancestral graphs. (English) Zbl 1178.68574 Ann. Stat. 37, No. 5B, 2808-2837 (2009). MSC: 68T30 05C75 68T37 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Wang, Xueli; Geng, Zhi; Chen, Hua; Xie, Xianchao Detecting multiple confounders. (English) Zbl 1161.62076 J. Stat. Plann. Inference 139, No. 3, 1073-1081 (2009). MSC: 62P10 92D30 × Cite Format Result Cite Review PDF Full Text: DOI
Huang, Yimin; Valtorta, Marco On the completeness of an identifiability algorithm for semi-Markovian models. (English) Zbl 1180.68269 Ann. Math. Artif. Intell. 54, No. 4, 363-408 (2008). MSC: 68T37 62A09 62F15 × Cite Format Result Cite Review PDF Full Text: DOI
Lok, Judith J. Statistical modeling of causal effects in continuous time. (English) Zbl 1360.62511 Ann. Stat. 36, No. 3, 1464-1507 (2008). MSC: 62P10 62N02 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Heckman, James J.; Navarro, Salvador Dynamic discrete choice and dynamic treatment effects. (English) Zbl 1418.62465 J. Econom. 136, No. 2, 341-396 (2007). MSC: 62P20 62G05 × Cite Format Result Cite Review PDF Full Text: DOI Link
Frosini, Benito V. Causality and causal models: a conceptual perspective. (English. French summary) Zbl 07882675 Int. Stat. Rev. 74, No. 3, 305-334 (2006). MSC: 62Pxx 62Axx 05Cxx × Cite Format Result Cite Review PDF Full Text: DOI
Neugebauer, Romain; Van der Laan, Mark J. Causal effects in longitudinal studies: Definition and maximum likelihood estimation. (English) Zbl 1157.62377 Comput. Stat. Data Anal. 51, No. 3, 1664-1675 (2006). MSC: 62G05 × Cite Format Result Cite Review PDF Full Text: DOI
Yu, Zhuo; Van der Laan, Mark Double robust estimation in longitudinal marginal structural models. (English) Zbl 1077.62089 J. Stat. Plann. Inference 136, No. 3, 1061-1089 (2006). MSC: 62N02 62H30 62H10 62F35 × Cite Format Result Cite Review PDF Full Text: DOI Link
Goetghebeur, Els; Vansteelandt, Stijn Structural mean models for compliance analysis in randomized clinical trials and the impact of errors on measures of exposure. (English) Zbl 1173.62337 Stat. Methods Med. Res. 14, No. 4, 397-415 (2005). MSC: 62P10 62J12 × Cite Format Result Cite Review PDF Full Text: DOI
Goetghebeur, Els; Vansteelandt, Stijn Structural mean models for compliance analysis in randomized clinical trials and the impact of errors on measures of exposure. (English) Zbl 1122.62351 Stat. Methods Med. Res. 14, No. 4, 397-415 (2005). MSC: 62P10 × Cite Format Result Cite Review PDF Full Text: DOI
Richardson, Thomas; Spirtes, Peter Ancestral graph Markov models. (English) Zbl 1033.60008 Ann. Stat. 30, No. 4, 962-1030 (2002). MSC: 60C05 05C20 62M45 68R10 68T30 × Cite Format Result Cite Review PDF Full Text: DOI Euclid
Gill, Richard D.; Robins, James M. Causal inference for complex longitudinal data: the continuous case. (English) Zbl 1043.62094 Ann. Stat. 29, No. 6, 1785-1811 (2001). MSC: 62P10 62E10 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Aickin, Mikel Randomization, balance, and the validity and efficiency of design-adaptive allocation methods. (English) Zbl 0976.62099 J. Stat. Plann. Inference 94, No. 1, 97-119 (2001). MSC: 62P10 62J05 × Cite Format Result Cite Review PDF Full Text: DOI
Rosenbaum, Paul R. Choice as an alternative to control in observational studies. (With comments and a rejoinder). (English) Zbl 1059.62699 Stat. Sci. 14, No. 3, 259-304 (1999). MSC: 62P10 62P20 × Cite Format Result Cite Review PDF Full Text: DOI
Greenland, Sander; Robins, James M.; Pearl, Judea Confounding and collapsibility in causal inference. (English) Zbl 1059.62506 Stat. Sci. 14, No. 1, 29-46 (1999). MSC: 62A01 62H17 × Cite Format Result Cite Review PDF Full Text: DOI