Publications

  1. 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

  2. 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

  3. 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

  4. 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

  5. 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

  6. 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

  7. 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

  8. 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

  9. 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

  10. 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

  11. 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

  12. 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

  13. 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

  14. 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

  15. 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