Precision Medicine - 2021

Krieger, J. L., Neil, J. M., Duke, K. A., Zalake, M. S., Tavassoli, F., Vilaro, M. J., … Lok, B. C. (2021). A Pilot Study Examining the Efficacy of Delivering Colorectal Cancer Screening Messages via Virtual Health Assistants. American Journal of Preventive Medicine, 61(2), 251–255. https://doi.org/10.1016/j.amepre.2021.01.014

Ju, S., Kim, Y. J., Ausin, M. S., Mayorga, M. E., & Chi, M. (2021). To Reduce Healthcare Workload: Identify Critical Sepsis Progression Moments through Deep Reinforcement Learning. 2021 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), pp. 1640–1646. https://doi.org/10.1109/BigData52589.2021.9671407

Yu, M., Lu, W., & Song, R. (2021). Online Testing of Subgroup Treatment Effects Based on Value Difference. 2021 21ST IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM 2021), pp. 1463–1468. https://doi.org/10.1109/ICDM51629.2021.00189

Wan, R., Zhang, X., & Song, R. (2021). Multi-Objective Model-based Reinforcement Learning for Infectious Disease Control. KDD '21: PROCEEDINGS OF THE 27TH ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY & DATA MINING, pp. 1634–1644. https://doi.org/10.1145/3447548.3467303

Shi, C., Zhang, S., Lu, W., & Song, R. (2021, December 22). Statistical inference of the value function for reinforcement learning in infinite-horizon settings. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, Vol. 12. https://doi.org/10.1111/rssb.12465

Tsiatis, A. A., Davidian, M., & Holloway, S. T. (2021, December 17). Estimation of the odds ratio in a proportional odds model with censored time-lagged outcome in a randomized clinical trial. BIOMETRICS, Vol. 12. https://doi.org/10.1111/biom.13603

Agor, J. K., Paramita, N. L. P. S. P., & Ozaltn, O. Y. (2021). Prediction of Sepsis Related Mortality: An Optimization Approach. IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 25(11), 4207–4216. https://doi.org/10.1109/JBHI.2021.3096470

Dalgic, O. O., Wu, H., Erenay, F. S., Sir, Y. M., Ozaltin, Y. O., Crum, A. B., & Pasupathy, S. K. (2021). Mapping of critical events in disease progression through binary classification: Application to amyotrophic lateral sclerosis. JOURNAL OF BIOMEDICAL INFORMATICS, 123. https://doi.org/10.1016/j.jbi.2021.103895

Zhang, M., Flores, K. B., & Tran, H. T. (2021). Deep learning and regression approaches to forecasting blood glucose levels for type 1 diabetes. BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 69. https://doi.org/10.1016/j.bspc.2021.102923

Tsiatis, A. A., & Davidian, M. (2021, August 22). Rejoinder: Estimating vaccine efficacy over time after a randomized study is unblinded. BIOMETRICS, Vol. 8. https://doi.org/10.1111/biom.13539

Tsiatis, A. A., & Davidian, M. (2021, August 13). Estimating vaccine efficacy over time after a randomized study is unblinded. BIOMETRICS, Vol. 8. https://doi.org/10.1111/biom.13509

Chen, X., Song, R., Zhang, J., Adams, S. A., Sun, L., & Lu, W. (2021, August 7). On estimating optimal regime for treatment initiation time based on restricted mean residual lifetime. BIOMETRICS, Vol. 8. https://doi.org/10.1111/biom.13530

Cai, H., Song, R., & Lu, W. (2021). GEAR: On optimal decision making with auxiliary data. STAT, 10(1). https://doi.org/10.1002/sta4.399

McDaniel, M., Flores, K. B., & Akpa, B. S. (2021, July 19). Predicting Inter-individual Variability During Lipid Resuscitation of Bupivacaine Cardiotoxicity in Rats: A Virtual Population Modeling Study. DRUGS IN R&D. https://doi.org/10.1007/s40268-021-00353-4

Nardini, J. T., Stolz, B. J., Flores, K. B., Harrington, H. A., & Byrne, H. M. (2021). Topological data analysis distinguishes parameter regimes in the Anderson-Chaplain model of angiogenesis. PLOS COMPUTATIONAL BIOLOGY, 17(6). https://doi.org/10.1371/journal.pcbi.1009094

Patel, M. D., Rosenstrom, E., Ivy, J. S., Mayorga, M. E., Keskinocak, P., Boyce, R. M., … Swann, J. L. (2021). Association of Simulated COVID-19 Vaccination and Nonpharmaceutical Interventions With Infections, Hospitalizations, and Mortality. JAMA NETWORK OPEN, 4(6). https://doi.org/10.1001/jamanetworkopen.2021.10782

Peace, A., Frost, P. C., Wagner, N. D., Danger, M., Accolla, C., Antczak, P., … Wang, H. (2021). Stoichiometric Ecotoxicology for a Multisubstance World. BIOSCIENCE, 71(2), 132–147. https://doi.org/10.1093/biosci/biaa160

Nardini, J. T., Baker, R. E., Simpson, M. J., & Flores, K. B. (2021). [Review of Learning differential equation models from stochastic agent-based model simulations]. JOURNAL OF THE ROYAL SOCIETY INTERFACE, 18(176). https://doi.org/10.1098/rsif.2020.0987

Shi, C., Song, R., & Lu, W. (2021). Concordance and Value Information Criteria for Optimal Treatment Decision. Annals of Statistics, 49(1), 49–75. https://doi.org/10.1214/19-AOS1908

Paret, K. E., Mayorga, M. E., & Lodree, E. J. (2021). Assigning spontaneous volunteers to relief efforts under uncertainty in task demand and volunteer availability. OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 99. https://doi.org/10.1016/j.omega.2020.102228

Lagergren, J., Flores, K., Gilman, M., & Tsynkov, S. (2021). Deep Learning Approach to the Detection of Scattering Delay in Radar Images. JOURNAL OF STATISTICAL THEORY AND PRACTICE, 15(1). https://doi.org/10.1007/s42519-020-00149-w

Chen, H., Lu, W., & Song, R. (2021). Statistical Inference for Online Decision Making: In a Contextual Bandit Setting. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 116(533), 240–255. https://doi.org/10.1080/01621459.2020.1770098

Shi, C., Song, R., Lu, W., & Li, R. (2021). Statistical Inference for High-Dimensional Models via Recursive Online-Score Estimation. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 116(535), 1307–1318. https://doi.org/10.1080/01621459.2019.1710154