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For: Moodie EEM, Chakraborty B, Kramer MS. Q-learning for estimating optimal dynamic treatment rules from observational data. CAN J STAT 2012;40:629-645. [PMID: 23355757 PMCID: PMC3551601 DOI: 10.1002/cjs.11162] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Number Cited by Other Article(s)
1
Hartman H, Schipper M, Kidwell K. A sequential, multiple assignment, randomized trial design with a tailoring function. Stat Med 2024;43:4055-4072. [PMID: 38973591 DOI: 10.1002/sim.10161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 05/30/2024] [Accepted: 06/17/2024] [Indexed: 07/09/2024]
2
McGinty EE, Seewald NJ, Bandara S, Cerdá M, Daumit GL, Eisenberg MD, Griffin BA, Igusa T, Jackson JW, Kennedy-Hendricks A, Marsteller J, Miech EJ, Purtle J, Schmid I, Schuler MS, Yuan CT, Stuart EA. Scaling Interventions to Manage Chronic Disease: Innovative Methods at the Intersection of Health Policy Research and Implementation Science. PREVENTION SCIENCE : THE OFFICIAL JOURNAL OF THE SOCIETY FOR PREVENTION RESEARCH 2024;25:96-108. [PMID: 36048400 PMCID: PMC11042861 DOI: 10.1007/s11121-022-01427-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/16/2022] [Indexed: 10/14/2022]
3
Batorsky A, Anstrom KJ, Zeng D. Integrating randomized and observational studies to estimate optimal dynamic treatment regimes. Biometrics 2024;80:ujae046. [PMID: 38804219 PMCID: PMC11130757 DOI: 10.1093/biomtc/ujae046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 04/17/2024] [Accepted: 05/03/2024] [Indexed: 05/29/2024]
4
Montoya LM, van der Laan MJ, Luedtke AR, Skeem JL, Coyle JR, Petersen ML. The optimal dynamic treatment rule superlearner: considerations, performance, and application to criminal justice interventions. Int J Biostat 2023;19:217-238. [PMID: 35708222 PMCID: PMC10238854 DOI: 10.1515/ijb-2020-0127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2020] [Accepted: 05/06/2022] [Indexed: 11/15/2022]
5
Coulombe J, Moodie EEM, Shortreed SM, Renoux C. Estimating individualized treatment rules in longitudinal studies with covariate-driven observation times. Stat Methods Med Res 2023;32:868-884. [PMID: 36927216 PMCID: PMC10248307 DOI: 10.1177/09622802231158733] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/18/2023]
6
Rudolph KE, Díaz I. When the Ends do not Justify the Means: Learning Who is Predicted to Have Harmful Indirect Effects. JOURNAL OF THE ROYAL STATISTICAL SOCIETY. SERIES A, (STATISTICS IN SOCIETY) 2022;185:S573-S589. [PMID: 37397280 PMCID: PMC10312488 DOI: 10.1111/rssa.12951] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
7
Shah SIH, De Pietro G, Paragliola G, Coronato A. Projection based inverse reinforcement learning for the analysis of dynamic treatment regimes. APPL INTELL 2022. [DOI: 10.1007/s10489-022-04173-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
8
Di S, Petch J, Gerstein HC, Zhu R, Sherifali D. Optimizing Health Coaching for Patients With Type 2 Diabetes Using Machine Learning: Model Development and Validation Study. JMIR Form Res 2022;6:e37838. [PMID: 36099006 PMCID: PMC9516374 DOI: 10.2196/37838] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Revised: 06/06/2022] [Accepted: 09/07/2022] [Indexed: 11/13/2022]  Open
9
Liu M, Shen X, Pan W. Deep reinforcement learning for personalized treatment recommendation. Stat Med 2022;41:4034-4056. [PMID: 35716038 PMCID: PMC9427729 DOI: 10.1002/sim.9491] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 05/22/2022] [Accepted: 05/25/2022] [Indexed: 12/12/2022]
10
Jiang C, Wallace MP, Thompson ME. Dynamic treatment regimes with interference. CAN J STAT 2022. [DOI: 10.1002/cjs.11702] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
11
Tardini E, Zhang X, Canahuate G, Wentzel A, Mohamed ASR, Van Dijk L, Fuller CD, Marai GE. Optimal Treatment Selection in Sequential Systemic and Locoregional Therapy of Oropharyngeal Squamous Carcinomas: Deep Q-Learning With a Patient-Physician Digital Twin Dyad. J Med Internet Res 2022;24:e29455. [PMID: 35442211 PMCID: PMC9069283 DOI: 10.2196/29455] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Revised: 09/03/2021] [Accepted: 02/09/2022] [Indexed: 11/13/2022]  Open
12
Survival Augmented Patient Preference Incorporated Reinforcement Learning to Evaluate Tailoring Variables for Personalized Healthcare. STATS 2021. [DOI: 10.3390/stats4040046] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]  Open
13
Zhang B, Weiss J, Small DS, Zhao Q. Selecting and Ranking Individualized Treatment Rules With Unmeasured Confounding. J Am Stat Assoc 2021. [DOI: 10.1080/01621459.2020.1736083] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
14
Luckett DJ, Laber EB, Kim S, Kosorok MR. Estimation and Optimization of Composite Outcomes. JOURNAL OF MACHINE LEARNING RESEARCH : JMLR 2021;22:167. [PMID: 34733120 PMCID: PMC8562677] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
15
Sun Y, Wang L. Stochastic Tree Search for Estimating Optimal Dynamic Treatment Regimes. J Am Stat Assoc 2020. [DOI: 10.1080/01621459.2020.1819294] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
16
Wang S, Moodie EE, Stephens DA, Nijjar JS. Adaptive treatment strategies for chronic conditions: shared-parameter G-estimation with an application to rheumatoid arthritis. Biostatistics 2020;23:kxaa033. [PMID: 32851395 DOI: 10.1093/biostatistics/kxaa033] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2020] [Revised: 07/15/2020] [Accepted: 07/17/2020] [Indexed: 11/13/2022]  Open
17
Kosorok MR, Laber EB. Precision Medicine. ANNUAL REVIEW OF STATISTICS AND ITS APPLICATION 2019;6:263-286. [PMID: 31073534 PMCID: PMC6502478 DOI: 10.1146/annurev-statistics-030718-105251] [Citation(s) in RCA: 136] [Impact Index Per Article: 27.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
18
Zhao YQ, Laber EB, Ning Y, Saha S, Sands BE. Efficient augmentation and relaxation learning for individualized treatment rules using observational data. JOURNAL OF MACHINE LEARNING RESEARCH : JMLR 2019;20:48. [PMID: 31440118 PMCID: PMC6705615] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
19
Tao Y, Wang L, Almirall D. TREE-BASED REINFORCEMENT LEARNING FOR ESTIMATING OPTIMAL DYNAMIC TREATMENT REGIMES. Ann Appl Stat 2018;12:1914-1938. [PMID: 30984321 PMCID: PMC6457899 DOI: 10.1214/18-aoas1137] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
20
Moodie EEM, Stephens DA, Alam S, Zhang MJ, Logan B, Arora M, Spellman S, Krakow EF. A cure-rate model for Q-learning: Estimating an adaptive immunosuppressant treatment strategy for allogeneic hematopoietic cell transplant patients. Biom J 2018;61:442-453. [PMID: 29766558 DOI: 10.1002/bimj.201700181] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2017] [Revised: 02/26/2018] [Accepted: 03/23/2018] [Indexed: 11/11/2022]
21
Laber EB, Wu F, Munera C, Lipkovich I, Colucci S, Ripa S. Identifying optimal dosage regimes under safety constraints: An application to long term opioid treatment of chronic pain. Stat Med 2018;37:1407-1418. [PMID: 29468702 PMCID: PMC6293986 DOI: 10.1002/sim.7566] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2016] [Revised: 08/26/2017] [Accepted: 10/30/2017] [Indexed: 11/08/2022]
22
Butler EL, Laber EB, Davis SM, Kosorok MR. Incorporating Patient Preferences into Estimation of Optimal Individualized Treatment Rules. Biometrics 2018;74:18-26. [PMID: 28742260 PMCID: PMC5785589 DOI: 10.1111/biom.12743] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2016] [Revised: 05/01/2017] [Accepted: 06/01/2017] [Indexed: 11/29/2022]
23
Grant S, Agniel D, Almirall D, Burkhart Q, Hunter SB, McCaffrey DF, Pedersen ER, Ramchand R, Griffin BA. Developing adaptive interventions for adolescent substance use treatment settings: protocol of an observational, mixed-methods project. Addict Sci Clin Pract 2017;12:35. [PMID: 29254500 PMCID: PMC5735877 DOI: 10.1186/s13722-017-0099-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2017] [Accepted: 11/11/2017] [Indexed: 01/16/2023]  Open
24
Fu SS, Rothman AJ, Vock DM, Lindgren B, Almirall D, Begnaud A, Melzer A, Schertz K, Glaeser S, Hammett P, Joseph AM. Program for lung cancer screening and tobacco cessation: Study protocol of a sequential, multiple assignment, randomized trial. Contemp Clin Trials 2017;60:86-95. [PMID: 28687349 PMCID: PMC5558455 DOI: 10.1016/j.cct.2017.07.002] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2017] [Revised: 06/20/2017] [Accepted: 07/03/2017] [Indexed: 12/17/2022]
25
Goldberg Y, Pollak M, Mitelpunkt A, Orlovsky M, Weiss-Meilik A, Gorfine M. Change-point detection for infinite horizon dynamic treatment regimes. Stat Methods Med Res 2017;26:1590-1604. [DOI: 10.1177/0962280217708655] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
26
Krakow EF, Hemmer M, Wang T, Logan B, Arora M, Spellman S, Couriel D, Alousi A, Pidala J, Last M, Lachance S, Moodie EEM. Tools for the Precision Medicine Era: How to Develop Highly Personalized Treatment Recommendations From Cohort and Registry Data Using Q-Learning. Am J Epidemiol 2017;186:160-172. [PMID: 28472335 DOI: 10.1093/aje/kwx027] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2015] [Accepted: 08/02/2017] [Indexed: 01/01/2023]  Open
27
Jalalimanesh A, Haghighi HS, Ahmadi A, Hejazian H, Soltani M. Multi-objective optimization of radiotherapy: distributed Q-learning and agent-based simulation. J EXP THEOR ARTIF IN 2017. [DOI: 10.1080/0952813x.2017.1292319] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
28
Chen G, Zeng D, Kosorok MR. Personalized Dose Finding Using Outcome Weighted Learning. J Am Stat Assoc 2017;111:1509-1521. [PMID: 28255189 PMCID: PMC5327863 DOI: 10.1080/01621459.2016.1148611] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2014] [Revised: 12/01/2015] [Indexed: 10/22/2022]
29
Tao Y, Wang L. Adaptive contrast weighted learning for multi-stage multi-treatment decision-making. Biometrics 2016;73:145-155. [DOI: 10.1111/biom.12539] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2015] [Revised: 03/01/2016] [Accepted: 04/01/2016] [Indexed: 11/28/2022]
30
Ogburn EL, Zeger SL. Statistical Reasoning and Methods in Epidemiology to Promote Individualized Health: In Celebration of the 100th Anniversary of the Johns Hopkins Bloomberg School of Public Health. Am J Epidemiol 2016;183:427-34. [PMID: 26867776 DOI: 10.1093/aje/kwv453] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2015] [Accepted: 12/23/2015] [Indexed: 11/12/2022]  Open
31
Zhang Y, Laber EB, Tsiatis A, Davidian M. Using decision lists to construct interpretable and parsimonious treatment regimes. Biometrics 2015;71:895-904. [PMID: 26193819 PMCID: PMC4715597 DOI: 10.1111/biom.12354] [Citation(s) in RCA: 57] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2014] [Revised: 04/01/2015] [Accepted: 05/01/2015] [Indexed: 11/26/2022]
32
Linn KA, Laber EB, Stefanski LA. iqLearn: Interactive Q-Learning in R. J Stat Softw 2015;64:i01. [PMID: 26900385 PMCID: PMC4760113 DOI: 10.18637/jss.v064.i01] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]  Open
33
Chakraborty B, Laber EB, Zhao YQ. Inference about the expected performance of a data-driven dynamic treatment regime. Clin Trials 2014;11:408-417. [PMID: 24925083 DOI: 10.1177/1740774514537727] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
34
Chakraborty B, Murphy SA. Dynamic Treatment Regimes. ANNUAL REVIEW OF STATISTICS AND ITS APPLICATION 2014;1:447-464. [PMID: 25401119 PMCID: PMC4231831 DOI: 10.1146/annurev-statistics-022513-115553] [Citation(s) in RCA: 94] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
35
Moodie EEM, Dean N, Sun YR. Q-Learning: Flexible Learning About Useful Utilities. STATISTICS IN BIOSCIENCES 2013. [DOI: 10.1007/s12561-013-9103-z] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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