Statistical methodology
Reviews
Applications
- Bonvini, M., Kennedy, E. H, Dukes, O., Balakrishnan, S.. Doubly-robust inference and optimality in structure-agnostic models with smoothness. arxiv:2405.08525, 2024.
- Bonvini, M., Kennedy, E. H, and Keele, L. J.. Minimax optimal subgroup identification. arxiv:2306.17464, 2023.
- Levis, A. W., Bonvini, M.*, Zeng, Z.*, Kennedy, E. H., and Keele, L. J.. Covariate-assisted bounds on causal effects with instrumental variables. arXiv:2301.12106, 2023. (*alphabetical order)
- Bonvini, M., Kennedy, E. H., Ventura, V., and Wasserman, L.. Sensitivity analysis in marginal structural models. arXiv:2210.04681, 2022.
- Bonvini, M. and Kennedy E. H.. Fast convergence rates for dose-response estimation. arXiv:2207.11825, 2022.
- Scharfstein, D. O., Nabi, R., Kennedy, E. H., Huang, M. Y., Bonvini, M., and Smid, M.. Semiparametric sensitivity analysis: unmeasured confounding in observational studies. arXiv:2104.08300, 2021.
- Bonvini, M. and Kennedy, E. H.. Sensitivity analysis via the proportion of unmeasured confounding. Journal of the American Statistical Association, 1-31. arXiv:1912.02793, 2021. [Code].
- Winner of 2020 JSM Student Paper Award (Statistics in Epidemiology Section)
Reviews
- Bonvini, M.*, McClean A.*, Branson, Z., and Kennedy E. H.. Incremental causal effects: an introduction and review. In Handbook of Matching and Weighting in Causal Inference. (pp. 349-372), 2021. Chapman and Hall/CRC. doi:10.1201/9781003102670. (*alphabetical order).
- Kennedy, E. H., Bonvini, M.*, and Mishler, A.*. Comment on “Statistical Modeling: The Two Cultures” by Leo Breiman. Observational Studies, 7 (1), 145-156, arXiv:2103.15281. 2021. (*alphabetical order).
Applications
- Bonvini, M., Zeng, Z., Yu, M., Kennedy, E.H., and Keele, L.. Flexibly Estimating and Interpreting Heterogeneous Treatment Effects of Laparoscopic Surgery for Cholecystitis Patients. arXiv:2311.04359, 2023.
- Bonvini, M., Kennedy, E. H., Ventura, V., and Wasserman, L.. Causal inference for the effect of mobility on COVID-19 deaths. Annals of Applied Statistics. 16 (4), 2458-2480. doi:10.1214/22-AOAS1599, 2022.
- Dauvin, A., Donado C., Bachtiger, P., Huang, K., Sauer, C. M., Ramazzotti, D., Bonvini, M., and Celi, L.A.. Machine learning can accurately predict pre-admission baseline hemoglobin and creatinine in intensive care patients. npj Digital Medicine, 2 (1), 1-10, link, 2019.
- Pricolo, V. E., Viani, K., Bonvini, M., Abelli, C. and McDuffie, T.. Challenges in management of squamous cell carcinoma of the anus in New England and across the United States - a review of the National Cancer Data Base. American Journal of Clinical Oncology, 41 (7), 662-666, link, 2018.
- Pricolo, V. E., Bonvini, M. and Abelli, C.. Patterns of care for anal cancer in the United States: a comparison between academic and community cancer centers. BMC Cancer, 18 (1), 567, link, 2018.
- Pricolo, V. E., Fei, P., Crowley, S., Camisa, V. and Bonvini, M.. A novel enhanced recovery protocol for colectomy, combining multimodal analgesia with pharmacologic intervention, reduces postoperative opioids use and hospital length of stay. International Journal of Surgery Open, 13, 24-28, link, 2018.