PSC Brown Bags
will resume fall 2016
2016 SMART Weight Loss (NIDDK)
Research Affiliate, Population Studies Center.
Distinguished Professor, Statistics, College of Literature, Science, and the Arts.
Research Professor, Survey Research Center.
Ph.D., University of North Carolina
Dr. Murphy's current primary interest is in causal inference and multi-stage decisions, sometimes called dynamic treatment regimes. Dynamic treatment regimes are individually tailored treatments involving a sequence of decision rules that specify when to alter therapy. The decision rules employ variables such as patient response, risk, burden, adherence, and preference, collected during prior therapy.
Gunlicks-Stoessel, Meredith, Laura Mufson, Ana Westervelt, Daniel Almirall, and Susan A. Murphy. Forthcoming. "A Pilot SMART for Developing an Adaptive Treatment Strategy for Adolescent Depression." Journal of Clinical Child and Adolescent Psychology. PMCID: PMC4575229. DOI. Abstract.
Lu, Xi, Kevin G. Lynch, David W. Oslin, and Susan A. Murphy. 2016. "Comparing treatment policies with assistance from the structural nested mean model." Biometrics, 72(1): 10-19. PMCID: PMC4789134. DOI. Abstract.
Kumar, Santosh, Gregory D. Abowd, William T. Abraham, Gayle Beck, Duen Horng Chau, Tyson Condie, David E. Conroy, Emre Ertin, Deborah Estrin, Deepak Ganesan, Cho Lam, Benjamin Marlin, Clay B. Marsh, Susan A. Murphy, and Others. 2015. "Center of excellence for mobile sensor Data-to-Knowledge (MD2K)." Journal of the American Medical Informatics Association, 22: 1137-1142. DOI. Abstract.
Lagoa, C., K. Bekiroglu, S. Lanza, and Susan A. Murphy. 2014. "Designing Adaptive Intensive Interventions Using Methods From Engineering." Journal of Consulting and Clinical Psychology, 82(5): 868-878. PMCID: PMC4176810. DOI. Abstract.
Kilbourne, Amy M., Daniel Almirall, Daniel Eisenberg, Jeanette Waxmonsky, David E. Goodrich, John C. Fortney, Joann E. Kirchner, Leif I. Solberg, Deborah Main, Mark S. Bauer, Julia Kyle, Susan A. Murphy, Kristina M. Nord, and Marshall R. Thomas. 2014. "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, 9. PMCID: PMC4189548. DOI. Abstract.
Almirall, Daniel, Inbal Nahum-Shani, Nancy E. Sherwood, and Susan A. Murphy. 2014. "Introduction to SMART designs for the development of adaptive interventions: with application to weight loss research." Translational Behavioral Medicine, 4(3): 260-274. PMCID: PMC4167891. DOI. Abstract.
Kasari, C., A. Kaiser, K. Goods, J. Nietfeld, P. Mathy, R. Landa, Susan A. Murphy, and Daniel Almirall. 2014. "Communication Interventions for Minimally Verbal Children With Autism: A Sequential Multiple Assignment Randomized Trial." Journal of the American Academy of Child and Adolescent Psychiatry, 53(6): 635-646. PMCID: PMC4030683. DOI. Abstract.
Laber, Eric B., Daniel J. Lizotte, Min Qian, William E. Pelham, and Susan A. Murphy. 2014. "Dynamic treatment regimes: Technical challenges and applications." Electronic Journal of Statistics, 8(1): 1225-1272. DOI. Abstract.
Shortreed, Susan M., Eric Laber, T. Scott Stroup, Joelle Pineau, and Susan A. Murphy. 2014. "A multiple imputation strategy for sequential multiple assignment randomized trials." Statistics in Medicine, 33(24): 4202-4214. PMCID: PMC4184954. DOI. Abstract.