(59) D. Almirall, S. N. Compton, M. Gunlicks-Stoessel,
N. Duan,
S.A. Murphy. Designing a Pilot Sequential Multiple Assignment
Randomized Trial for Developing an Adaptive Treatment Strategy. Statistics in
Medicine Advance online publication. doi:10.1002/sim.4512 PMCID: PMC22438190
L. Gunter, J. Zhu, and
S.A. Murphy (2011). Variable Selection for
Qualitative Interactions in Personalized Medicine while Controlling the Family-wise Error Rate. To appear in the Journal of Biopharmaceutical Statistics. To obtain a copy, send email to
L. Gunter PMID 22023676
E.Laber, M. Qian, D. Lizotte, W.E. Pelham and
S.A. Murphy (2011).
Statistical Inference in Dynamic Treatment Regimes.
Revision of Univ. of Michigan, Statistics Department Technical Report 506,
Revised Tech Report
S.M. Shortreed, E. Laber T.S. Stroup, J. Pineau and
S.A. Murphy (2011). An imputation strategy for sequential multiple assignment
randomized trials. To obtain a copy, send email to
S.M. Shortreed
(58)K. Deng, J. Pineau and
S.A. Murphy (2011). Active Learning for Developing Personalized Treatment. Proceedings of the Twenty-Seventh Conference Annual Conference on Uncertainty in Artificial Intelligence (UAI-11)
(These papers are externally reviewed; 34\% acceptance rate.) AUAI Press 161-8.
(57)K. Deng, J. Pineau and
S.A. Murphy (2011). Active Learning for Personalizing Treatment. Adaptive Dynamic Programming And Reinforcement Learning (ADPRL), 2011 IEEE Symposium on
(These papers are externally reviewed.) 11-15 April 2011. pgs 32-39.
(54)R. Fonteneau, S.A. Murphy, L. Wehenkel and D. Ernst (2011). Towards min max generalization in reinforcement learning.
In Agents and Artificial Intelligence: International Conference, ICAART 2010, Valencia, Spain, January 2010, Revised
Selected Papers, Series: Communications in Computer and
Information Science (CCIS), Volume 129, J. Filipe, A. Fred, and B. Sharp (Editors), pp. 61-77. Springer, Heidelberg.
, To obtain a copy, send email to
R Fonteneau
R. Fonteneau, S.A. Murphy, L. Wehenkel and D. Ernst.
Generating informative trajectories by using bounds on the return of control policies ".
In Proceedings of the Workshop on Active Learning and Experimental Design 2010 (
in conjunction with AISTATS 2010), 2-page highlight paper,
Chia Laguna, Sardinia, Italy, May 16 2010.
(49)Fonteneau, R., S.A. Murphy , L.Wehenkel and D. Ernst (2010).
Model-Free Monte Carlo-like Policy Evaluation.
In Proceedings of The Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS 2010),
JMLR W&CP Volume 9, pages 217-224, Chia Laguna, Sardinia, Italy, 13-15 May 2010. This paper was also published in the proceedings of CAp 2010.
(48) H. McGowan, R.L. Nix, S.A. Murphy, K.L. Bierman and CPPRG (2010). Investigating
the Effects of Selection Bias in Dose-Response Analyses of Preventive Interventions . Text file with simulation code can be found
here. Prevention Science, vol: 11, pgs 239-251. PMC3044506
(47)Fonteneau, R., S.A. Murphy , L.Wehenkel and D. Ernst (2010).
A Cautious Approach to
Generalization in Reinforcement Learning. Joaquim Filipe, Ana L. N. Fred, Bernadette Sharp (Eds.): ICAART 2010 - Proceedings of the International Conference on Agents and Artificial Intelligence,
Volume 1 - Artificial Intelligence, Valencia, Spain, January 22-24, 2010. INSTICC Press 2010, 64-73. Best student paper award
(Certificate).
(46)D. Almirall, T. Ten Have, S.A. Murphy (2010),
Structural Nested Mean Models for Assessing Time-Varying Effect Moderation, Biometrics, 66(1), 131-139.
PMC 2875310
(44)Almirall D, Coffman CJ, Yancy, Jr. WS, S.A. Murphy. 2010.
Structural Nested Models.
In Analysis of Observational Health-Care Data
Using SAS (eds D. Faries, A. Leon, JM Haro & RL Obenchain) Cary NC: SAS Institute,
pgs. 231-262. This was externally reviewed.
M. Qian, I. Nahum-Shani, S.A. Murphy,
Dynamic Treatment Regimes,
To appear as a book chapter in Modern Clinical Trial Analysis ,
edited by X. Tu and W. Tang, Springer Science.
S.A. Murphy and D. Almirall, (2009) Dynamic Treatment Regimes,
(Kattan MW, ed.) Encyclopedia of Medical Decision
Making. Thousand Oaks, CA: Sage Publications, Vol. 1, pgs. 419-422.
(35) J. Pineau, M.G. Bellemare, A. J. Rush, A. Ghizaru, S.A. Murphy (2007).
Constructing evidence-based treatment strategies using methods from computer science. Drug and
Alcohol Dependence, 88, Supplement 2:S52-S60. PMC1934348
(34)L.M. Collins, S.A. Murphy, V. Strecher (2007). The Multiphase Optimization Strategy (MOST)
and the Sequential Multiple Assignment Randomized Trial (SMART): New Methods for More Potent e-Health Interventions.
American Journal of Preventive Medicine , 32(5S):S112-118.
To obtain a copy send email to Linda Collins PMC2062525
Y. Xie, S. Murphy (2007). Discussion of
Principal Stratification Designs to Estimate Input Data Missing due to Death, by Frangakis, Rubin, An, and MaKenzie,
Biometrics, 63:655-658. To obtain a copy send email to Yu Xie
L.M. Collins, J.R. McKay, D.W. Oslin & S.A. Murphy(2005). The Intervention Science in the Service of Clinical Art:
The Sequential Multiple Assignment Randomized Trial (SMART),
To obtain a copy send email to lmc8@psu.edu .
(30) K.A. Bierman, R.L. Nix, J.J. Maples, S.A. Murphy and CPPRG (2006),
Examining Clinical Judgment in an
Adaptive Intervention Design: The Fast Track Program
To obtain a copy, send email to
kb2@psu.edu Journal of Consulting and Clinical Psychology
Jun;74(3):468-81. 2006 PMC2753970
(12) Akritas, M.,
S. Murphy ,
M. LaValley and
E. Feigelson (1995),
The Theil-Sen Estimator with Doubly Censored Data and
Applications to Astronomy, JASA,90 170-177.
(6)
Murphy, S.A. (1994),
Consistency in a Proportional Hazards Model Incorporating a Random
Effect, Annals of Statistics, 22 712-731.
(5)
Murphy, S. ,
R. Tice,
M. Smit and
B. Margolin(1992),
Contributions to the Design and Statistical Analysis of in vivo
SCE Experiments. Mutation Research,271 39-48.
(4)
Murphy, S.A.(1991),
Testing for a Time Dependent Coefficient in Cox's Regression Model,
Scandinavian Journal of Statistics,20 25-50.
(3) Murphy, S.A. and
P.K. Sen (1991),
Time Dependent Coefficients in a Cox-type Regression Model,
Stochastic Processes and Their Applications ,39 153-180.
(2) Jauhar, P.,
P. Henika ,
J. MacGregor,
C. Wehr,
M. Shelby,
S. Murphy and B. Margolin (1988),
1,3- Butadiene: Induction Micronucleated Erythrocytes in the
Peripheral Blood of BbC3F1 Mice Exposed by Inhalation for
Thirteen Weeks. Mutation Research , 209 171-176.
(1) Murphy, S.,
W. Caspary and B. Margolin
(1988),
A Statistical Analysis for the Mouse Lymphoma Cell Forward
Mutation Assay, Mutation Research 203 145-154.
