Susan A. Murphy - Publications

Affiliations: 
University of Michigan, Ann Arbor, Ann Arbor, MI 
Area:
Statistics

58 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2018 Boruvka A, Almirall D, Witkiewitz K, Murphy SA. Assessing Time-Varying Causal Effect Moderation in Mobile Health. Journal of the American Statistical Association. 113: 1112-1121. PMID 30467446 DOI: 10.1080/01621459.2017.1305274  0.76
2016 Nahum-Shani I, Smith SN, Spring BJ, Collins LM, Witkiewitz K, Tewari A, Murphy SA. Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support. Annals of Behavioral Medicine : a Publication of the Society of Behavioral Medicine. PMID 27663578 DOI: 10.1007/s12160-016-9830-8  1
2016 Pelham WE, Fabiano GA, Waxmonsky JG, Greiner AR, Gnagy EM, Pelham WE, Coxe S, Verley J, Bhatia I, Hart K, Karch K, Konijnendijk E, Tresco K, Nahum-Shani I, Murphy SA. Treatment Sequencing for Childhood ADHD: A Multiple-Randomization Study of Adaptive Medication and Behavioral Interventions. Journal of Clinical Child and Adolescent Psychology : the Official Journal For the Society of Clinical Child and Adolescent Psychology, American Psychological Association, Division 53. 1-20. PMID 26882332 DOI: 10.1080/15374416.2015.1105138  0.52
2015 Dempsey W, Liao P, Klasnja P, Nahum-Shani I, Murphy SA. Randomised trials for the Fitbit generation. Significance (Oxford, England). 12: 20-23. PMID 26807137 DOI: 10.1111/j.1740-9713.2015.00863.x  0.52
2015 Klasnja P, Hekler EB, Shiffman S, Boruvka A, Almirall D, Tewari A, Murphy SA. Microrandomized trials: An experimental design for developing just-in-time adaptive interventions. Health Psychology : Official Journal of the Division of Health Psychology, American Psychological Association. 34: 1220-8. PMID 26651463 DOI: 10.1037/hea0000305  0.76
2015 Kumar S, Abowd GD, Abraham WT, al'Absi M, Gayle Beck J, Chau DH, Condie T, Conroy DE, Ertin E, Estrin D, Ganesan D, Lam C, Marlin B, Marsh CB, Murphy SA, et al. Center of excellence for mobile sensor data-to-knowledge (MD2K). Journal of the American Medical Informatics Association : Jamia. 22: 1137-42. PMID 26555017 DOI: 10.1093/jamia/ocv056  1
2014 Chakraborty B, Murphy SA. Dynamic Treatment Regimes. Annual Review of Statistics and Its Application. 1: 447-464. PMID 25401119 DOI: 10.1146/annurev-statistics-022513-115553  1
2014 Laber EB, Lizotte DJ, Qian M, Pelham WE, Murphy SA. Dynamic treatment regimes: technical challenges and applications. Electronic Journal of Statistics. 8: 1225-1272. PMID 25356091 DOI: 10.1214/14-EJS920  1
2014 Kilbourne AM, Almirall D, Eisenberg D, Waxmonsky J, Goodrich DE, Fortney JC, Kirchner JE, Solberg LI, Main D, Bauer MS, Kyle J, Murphy SA, Nord KM, Thomas MR. Protocol: Adaptive Implementation of Effective Programs Trial (ADEPT): cluster randomized SMART trial comparing a standard versus enhanced implementation strategy to improve outcomes of a mood disorders program. Implementation Science : Is. 9: 132. PMID 25267385 DOI: 10.1186/s13012-014-0132-x  1
2014 Almirall D, Nahum-Shani I, Sherwood NE, Murphy SA. Introduction to SMART designs for the development of adaptive interventions: with application to weight loss research. Translational Behavioral Medicine. 4: 260-74. PMID 25264466 DOI: 10.1007/s13142-014-0265-0  1
2014 Lagoa CM, Bekiroglu K, Lanza ST, Murphy SA. Designing adaptive intensive interventions using methods from engineering. Journal of Consulting and Clinical Psychology. 82: 868-78. PMID 25244394 DOI: 10.1037/a0037736  1
2014 Almirall D, Griffin BA, McCaffrey DF, Ramchand R, Yuen RA, Murphy SA. Time-varying effect moderation using the structural nested mean model: estimation using inverse-weighted regression with residuals. Statistics in Medicine. 33: 3466-87. PMID 23873437 DOI: 10.1002/sim.5892  1
2014 Laber EB, Lizotte DJ, Qian M, Pelham WE, Murphy SA. Rejoinder of “Dynamic treatment regimes: Technical challenges and applications” Electronic Journal of Statistics. 8: 1312-1321. DOI: 10.1214/14-EJS920REJ  1
2013 Fonteneau R, Murphy SA, Wehenkel L, Ernst D. Batch Mode Reinforcement Learning based on the Synthesis of Artificial Trajectories. Annals of Operations Research. 208: 383-416. PMID 24049244 DOI: 10.1007/s10479-012-1248-5  1
2013 Kumar S, Nilsen WJ, Abernethy A, Atienza A, Patrick K, Pavel M, Riley WT, Shar A, Spring B, Spruijt-Metz D, Hedeker D, Honavar V, Kravitz R, Lefebvre RC, Mohr DC, ... Murphy SA, et al. Mobile health technology evaluation: the mHealth evidence workshop. American Journal of Preventive Medicine. 45: 228-36. PMID 23867031 DOI: 10.1016/j.amepre.2013.03.017  1
2013 Almirall D, McCaffrey DF, Ramchand R, Murphy SA. Subgroups analysis when treatment and moderators are time-varying. Prevention Science : the Official Journal of the Society For Prevention Research. 14: 169-78. PMID 21424793 DOI: 10.1007/s11121-011-0208-7  1
2012 Lizotte DJ, Bowling M, Murphy SA. Linear Fitted-Q Iteration with Multiple Reward Functions. Journal of Machine Learning Research : Jmlr. 13: 3253-3295. PMID 23741197  1
2012 Almirall D, Lizotte DJ, Murphy SA. SMART Design Issues and the Consideration of Opposing Outcomes: Discussion of "Evaluation of Viable Dynamic Treatment Regimes in a Sequentially Randomized Trial of Advanced Prostate Cancer" by by Wang, Rotnitzky, Lin, Millikan, and Thall. Journal of the American Statistical Association. 107: 509-512. PMID 23543940 DOI: 10.1080/01621459.2012.665615  1
2012 Almirall D, Compton SN, Rynn MA, Walkup JT, Murphy SA. SMARTer discontinuation trial designs for developing an adaptive treatment strategy. Journal of Child and Adolescent Psychopharmacology. 22: 364-74. PMID 23083023 DOI: 10.1089/cap.2011.0073  1
2012 Little RJ, D'Agostino R, Cohen ML, Dickersin K, Emerson SS, Farrar JT, Frangakis C, Hogan JW, Molenberghs G, Murphy SA, Neaton JD, Rotnitzky A, Scharfstein D, Shih WJ, Siegel JP, et al. The prevention and treatment of missing data in clinical trials. The New England Journal of Medicine. 367: 1355-60. PMID 23034025 DOI: 10.1056/NEJMsr1203730  1
2012 Nahum-Shani I, Qian M, Almirall D, Pelham WE, Gnagy B, Fabiano GA, Waxmonsky JG, Yu J, Murphy SA. Q-learning: a data analysis method for constructing adaptive interventions. Psychological Methods. 17: 478-94. PMID 23025434 DOI: 10.1037/a0029373  1
2012 Nahum-Shani I, Qian M, Almirall D, Pelham WE, Gnagy B, Fabiano GA, Waxmonsky JG, Yu J, Murphy SA. Experimental design and primary data analysis methods for comparing adaptive interventions. Psychological Methods. 17: 457-77. PMID 23025433 DOI: 10.1037/a0029372  1
2012 Almirall D, Compton SN, Gunlicks-Stoessel M, Duan N, Murphy SA. Designing a pilot sequential multiple assignment randomized trial for developing an adaptive treatment strategy. Statistics in Medicine. 31: 1887-902. PMID 22438190 DOI: 10.1002/sim.4512  1
2011 Li Z, Murphy SA. Sample size formulae for two-stage randomized trials with survival outcomes. Biometrika. 98: 503-518. PMID 22363091 DOI: 10.1093/biomet/asr019  1
2011 Laber EB, Murphy SA. Adaptive Confidence Intervals for the Test Error in Classification. Journal of the American Statistical Association. 106: 904-913. PMID 22053123 DOI: 10.1198/jasa.2010.tm1005  1
2011 Gunter L, Zhu J, Murphy S. Variable selection for qualitative interactions in personalized medicine while controlling the family-wise error rate. Journal of Biopharmaceutical Statistics. 21: 1063-78. PMID 22023676 DOI: 10.1080/10543406.2011.608052  1
2011 Shortreed SM, Laber E, Lizotte DJ, Stroup TS, Pineau J, Murphy SA. Informing sequential clinical decision-making through reinforcement learning: an empirical study. Machine Learning. 84: 109-136. PMID 21799585 DOI: 10.1007/s10994-010-5229-0  1
2011 Qian M, Murphy SA. PERFORMANCE GUARANTEES FOR INDIVIDUALIZED TREATMENT RULES. Annals of Statistics. 39: 1180-1210. PMID 21666835 DOI: 10.1214/10-AOS864  0.48
2011 Fonteneau R, Murphy SA, Wehenkel L, Ernst D. Active exploration by searching for experiments that falsify the computed control policy Ieee Ssci 2011: Symposium Series On Computational Intelligence - Adprl 2011: 2011 Ieee Symposium On Adaptive Dynamic Programming and Reinforcement Learning. 40-47. DOI: 10.1109/ADPRL.2011.5967364  1
2010 McGowan HM, Nix RL, Murphy SA, Bierman KL. Investigating the impact of selection bias in dose-response analyses of preventive interventions. Prevention Science : the Official Journal of the Society For Prevention Research. 11: 239-51. PMID 20180151 DOI: 10.1007/s11121-010-0169-2  1
2010 Almirall D, Ten Have T, Murphy SA. Structural nested mean models for assessing time-varying effect moderation. Biometrics. 66: 131-9. PMID 19397586 DOI: 10.1111/j.1541-0420.2009.01238.x  1
2010 Fonteneau R, Murphy SA, Wehenkel L, Ernst D. Model-free Monte Carlo-like policy evaluation Journal of Machine Learning Research. 9: 217-224.  1
2009 Murphy SA, Bingham D. Screening experiments for developing dynamic treatment regimes Journal of the American Statistical Association. 104: 391-408. DOI: 10.1198/jasa.2009.0119  1
2008 Laber EB, Murphy SA. Small Sample Inference for Generalization Error in Classification Using the CUD Bound. Uncertainty in Artificial Intelligence : Proceedings of the ... Conference. Conference On Uncertainty in Artificial Intelligence. 2008: 357-365. PMID 20508837  1
2007 Collins LM, Murphy SA, Strecher V. The multiphase optimization strategy (MOST) and the sequential multiple assignment randomized trial (SMART): new methods for more potent eHealth interventions. American Journal of Preventive Medicine. 32: S112-8. PMID 17466815 DOI: 10.1016/j.amepre.2007.01.022  1
2007 Murphy SA, Collins LM, Rush AJ. Customizing treatment to the patient: adaptive treatment strategies. Drug and Alcohol Dependence. 88: S1-3. PMID 17350181 DOI: 10.1016/j.drugalcdep.2007.02.001  1
2007 Murphy SA, Oslin DW, Rush AJ, Zhu J. Methodological challenges in constructing effective treatment sequences for chronic psychiatric disorders. Neuropsychopharmacology : Official Publication of the American College of Neuropsychopharmacology. 32: 257-62. PMID 17091129 DOI: 10.1038/sj.npp.1301241  1
2006 Bierman KL, Nix RL, Maples JJ, Murphy SA, Coie JD, Dodge KA, Foster EM, Greenberg M, Lochman JE, McMahon RJ, Pinderhughes EE. Examining clinical judgment in an adaptive intervention design: The Fast Track Program Journal of Consulting and Clinical Psychology. 74: 468-481. PMID 16822104 DOI: 10.1037/0022-006X.74.3.468  1
2006 Bray BC, Almirall D, Zimmerman RS, Lynam D, Murphy SA. Assessing the total effect of time-varying predictors in prevention research. Prevention Science : the Official Journal of the Society For Prevention Research. 7: 1-17. PMID 16489417 DOI: 10.1007/s11121-005-0023-0  1
2005 Murphy SA. A Generalization Error for Q-Learning. Journal of Machine Learning Research : Jmlr. 6: 1073-1097. PMID 16763665  1
2005 Collins LM, Murphy SA, Nair VN, Strecher VJ. A strategy for optimizing and evaluating behavioral interventions. Annals of Behavioral Medicine : a Publication of the Society of Behavioral Medicine. 30: 65-73. PMID 16097907 DOI: 10.1207/s15324796abm3001_8  1
2005 Murphy SA. An experimental design for the development of adaptive treatment strategies Statistics in Medicine. 24: 1455-1481. PMID 15586395 DOI: 10.1002/sim.2022  1
2004 Collins LM, Murphy SA, Bierman KL. A conceptual framework for adaptive preventive interventions. Prevention Science : the Official Journal of the Society For Prevention Research. 5: 185-96. PMID 15470938 DOI: 10.1023/B:PREV.0000037641.26017.00  1
2004 Barber JS, Murphy SA, Verbitsky N. Adjusting for time-varying confounding in survival analysis Sociological Methodology. 34: 163-192.  1
2002 Maples JJ, Murphy SA, Axinn WG. Two-level proportional hazards models. Biometrics. 58: 754-63. PMID 12495129  1
2001 Murphy SA, Van Der Vaart AW. Semiparametric mixtures in case-control studies Journal of Multivariate Analysis. 79: 1-32. DOI: 10.1006/jmva.2000.1961  1
2000 Murphy SA, Van Der Vaart AW. On Profile Likelihood Journal of the American Statistical Association. 95: 449-465.  1
1999 Murphy SA, Van Der Vaart AW. Observed information in semi-parametric models Bernoulli. 5: 381-412.  1
1998 Bacik JM, Murphy SA, Anthony JC. Drug use prevention data, missed assessments and survival analysis Multivariate Behavioral Research. 33: 573-588.  1
1997 Murphy SA, Van Der Vaart AW. Semiparametric likelihood ratio inference Annals of Statistics. 25: 1471-1509.  1
1997 Murphy SA, Rossini AJ, Van Der Vaart AW. Maximum likelihood estimation in the proportional odds model Journal of the American Statistical Association. 92: 968-976.  1
1996 Murphy SA, Van Der Vaart AW. Likelihood inference in the errors-in-variables model Journal of Multivariate Analysis. 59: 81-108. DOI: 10.1006/jmva.1996.0055  1
1995 Murphy SA, Bentley GR, O'Hanesian MA. An analysis for menstrual data with time-varying covariates Statistics in Medicine. 14: 1843-1857. PMID 8532979  1
1995 Murphy SA. Likelihood ratio-based confidence intervals in survival analysis Journal of the American Statistical Association. 90: 1399-1405. DOI: 10.1080/01621459.1995.10476645  1
1995 Akritas MG, Murphy SA, LaValley MP. The Theil-Sen estimator with doubly censored data and applications to astronomy Journal of the American Statistical Association. 90: 170-177. DOI: 10.1080/01621459.1995.10476499  1
1992 Murphy SA, Tice RR, Smith MG, Margolin BH. Contributions to the design and statistical analysis of in vivo SCE experiments. Mutation Research. 271: 39-48. PMID 1371828 DOI: 10.1016/0165-1161(92)90030-P  1
1991 Murphy SA, Sen PK. Time-dependent coefficients in a Cox-type regression model Stochastic Processes and Their Applications. 39: 153-180. DOI: 10.1016/0304-4149(91)90039-F  1
1988 Murphy SA, Caspary WJ, Margolin BH. A statistical analysis for the mouse lymphoma cell forward mutation assay. Mutation Research. 203: 145-54. PMID 3374512 DOI: 10.1016/0165-1161(88)90100-8  1
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