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Akther, S., Saleheen, N., Saha, M., Shetty, V., Kumar, S. mTeeth: Identifying Brushing Teeth Surfaces Using Wrist-Worn Inertial Sensors. In the Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies. 2021; 5(2):1-25. PUBMED, PUBMED CENTRAL, DOI, PDF
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Zhang, K.W., Janson, L., Murphy S.A. Inference for Batched Bandits. Advances in Neural Information Processing Systems. 2020, December;33:9818-9829. PUBMED, PUBMED CENTRAL, DOI, PDF
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Nahum-Shani, I., Rabbi, M., Yap, J., Philyaw-Kotov, M.L., Klasnja, P., Bonar, E.E., Cunningham, R.M., Murphy, S.A., Walton, M.A. Translating strategies for promoting engagement in mobile health: A proof-of-concept microrandomized trial. Health psychology : official journal of the Division of Health Psychology, American Psychological Association. 2020;40(12):974-987. PUBMED, PUBMED CENTRAL, DOI, PDF
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Tomkins, S., Liao, P., Klasnja, P., Murphy S.A. IntelligentPooling: Practical Thompson Sampling for mHealth. Machine learning. 2021; 110(9):2685-2727. PUBMED, PUBMED CENTRAL, DOI, PDF
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Yao, J., Brunskill, E., Pan, W., Murphy, S.A., Doshi-Velez, F. Power Constrained Bandits. In The Proceedings of Machine Learning Research. 2021, August; 149:209-259. PUBMED, PUBMED CENTRAL, DOI, PDF
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Chatterjee, S., Moreno, A., Lizotte, S.L., Akther, S., Ertin, E., Fagundes, C.P., Lam, C., Rehg, J. M., Wan, N., Wetter, D.W., & Kumar, S. SmokingOpp: Detecting the Smoking ‘Opportunity’ Context Using Mobile Sensors. In The Proceedings of the ACM on interactive, mobile, wearable and ubiquitous technologies. 2021, October; 4(1):4. PUBMED, PUBMED CENTRAL, DOI, PDF
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Wang, Z., Wang, B., Srivastava, M. Protecting User Data Privacy with Adversarial Perturbations (Poster Abstract). IPSN (Conference). 2021, May; 386-387. PUBMED, PUBMED CENTRAL, DOI, PDF
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Qian T, Klasnja P, Murphy S.A. Linear mixed models with endogenous covariates: modeling sequential treatment effects with application to a mobile health study. Statistical science : a review journal of the Institute of Mathematical Statistics. 2020;35(3):375-390. PUBMED, PUBMED CENTRAL, DOI, PDF
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Carpenter, S.M., Menictas, M., Nahum-Shani, I., Wetter, D.W., Murphy, S.A. Developments in Mobile Health Just-in-Time Adaptive Interventions for Addiction Science. Proceedings of the ACM on interactive, mobile, wearable and ubiquitous technologies. 2020, December;4(4):280-290. PUBMED, PUBMED CENTRAL, DOI, PDF
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Bari R, Rahman MM, Saleheen N, Parsons MB, Buder EH, Kumar S. Automated Detection of Stressful Conversations Using Wearable Physiological and Inertial Sensors. Current addiction reports. 2020, September;7(3):280-290. PUBMED, PUBMED CENTRAL, DOI, PDF
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Liao, P., Klasnja, P., Murphy, S.A. Off-Policy Estimation of Long-Term Average Outcomes with Applications to Mobile Health. Journal of the American Statistical Association. 2021;116(533):382-391. PUBMED, PUBMED CENTRAL, DOI, PDF
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Nahum-Shani, I., Potter, L.N., Lam, C.Y., Yap, J., Moreno, A., Stoffel, R., Wu, Z., Wan, N., Dempsey, W., Kumar, S., Ertin, E., Murphy, S.A,, Rehg, J.M., Wetter, D.W. The mobile assistance for regulating smoking (MARS) micro-randomized trial design protocol. Contemporary clinical trials. 2021, July 24. PUBMED, PUBMED CENTRAL, DOI, PDF
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Saleheen, N., Ullah, M.A., N., Chakraborty, S., Ones, D.S., Srivastava, M., Kumar, S. WristPrint: Characterizing User Re-identification Risks from Wrist-worn Accelerometry Data. In the Proceedings of the ACM SIGSAC Conference on Computer and Communications Security. 2021:2807-2823. PUBMED, PUBMED CENTRAL, DOI, PDF
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Battalio, S.L., Conroy, D.E., Dempsey, W., Liao, P., Menictas, M., Murphy, S.A., Nahum-Shani, I., Qian, T., Kumar, S., Spring, B. Sense2Stop: A micro-randomized trial using wearable sensors to optimize a just-in-time-adaptive stress management intervention for smoking relapse prevention. Contemporary clinical trials. 2021, August 8;109(106534). PUBMED, PUBMED CENTRAL, DOI, PDF
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Li, S., Psihogios, A.M., McKelvey, E.R., Ahmed, A., Rabbi, M., Murphy, S.A. Microrandomized trials for promoting engagement in mobile health data collection: Adolescent/young adult oral chemotherapy adherence as an example. Current opinion in systems biology. 2020 June;21:1-8. PUBMED, PUBMED CENTRAL, DOI, PDF