I have been very lucky to work with a lot of amazing students. Here are some resulting publications:
- Martinez-Taboada D, Ramdas A, Kennedy EH. An efficient doubly robust test for the kernel treatment effect.
arxiv.org/abs/2304.13237 - Zeng Z, Kennedy EH, Bodnar LM, Naimi AI. Efficient generalization and transportation. arxiv.org/abs/2302.00092
- won ENAR Distinguished Student Paper Award in 2022 - Levis AW, Bonvini M, Zeng Z, Keele L, Kennedy EH. Covariate-assisted bounds on causal effects with instrumental variables.
arxiv.org/abs/2301.12106 - Kim K, Kennedy EH, JR Zubizarreta. Doubly robust counterfactual classification. arxiv.org/pdf/2301.06199.pdf
- Rambachan A, Coston A, Kennedy EH. Counterfactual risk assessments under unmeasured confounding.
arxiv.org/abs/2212.09844 - McClean A, Branson Z, Kennedy EH. Nonparametric estimation of conditional incremental effects.
arxiv.org/pdf/2212.03578.pdf - Rubinstein M, Branson Z, Kennedy EH. Heterogeneous interventional indirect effects with multiple mediators: non-parametric and semi-parametric approaches. arxiv.org/abs/2210.08272
- Bonvini M, Kennedy EH, Ventura V, Wasserman LA. Sensitivity analysis for marginal structural models.
arxiv.org/abs/2210.04681 - Bonvini M, Kennedy EH. Fast convergence rates for dose-response estimation. arxiv.org/abs/2207.11825
- Coston A, Kennedy EH. The role of the geometric mean in case-control studies. arxiv.org/abs/2207.09016
- Das M, Kennedy EH. drpop: Efficient and doubly robust population size estimation in R. arxiv.org/abs/2111.07191
- Bonvini M, McClean A, Branson Z, Kennedy EH. Incremental causal effects: an introduction & review. Handbook of Matching and Weighting in Causal Inference. arxiv.org/abs/2110.10532
- Mishler A, Kennedy EH. FADE: FAir Double Ensemble learning for observable and counterfactual outcomes. Proceedings of the ACM Conference on Fairness, Accountability, and Transparency (FAccT 2022). arxiv.org/abs/2109.00173
- Das M, Kennedy EH. Doubly robust capture-recapture methods for estimating population size. Journal of the American Statistical Association. arxiv.org/abs/2104.14091
- Waudby-Smith I, Arbour D, Sinha R, Kennedy EH, Ramdas A. Time-uniform central limit theory with applications to anytime-valid causal inference. arxiv.org/abs/2103.06476
- Bonvini M, Kennedy EH, Ventura V, Wasserman L. Causal inference for the effect of mobility on COVID-19 deaths. Annals of Applied Statistics. arxiv.org/abs/2103.04472
- Liu L, Kennedy EH. Median optimal treatment regimes. arxiv.org/abs/2103.01802
- Mishler A, Kennedy EH. Fairness in risk assessment instruments: post-processing to achieve counterfactual equalized odds. Proceedings of the ACM Conference on Fairness, Accountability, and Transparency (FAccT 2021). arxiv.org/abs/2009.02841
- Coston A, Kennedy EH, Chouldechova A. Counterfactual predictions under runtime confounding. Proceedings of the Conference on Neural Information Processing Systems (NeurIPS 2020). arxiv.org/abs/2006.16916
- Kim K, Kennedy EH, Wasserman LA. Causal clustering.
- won WNAR Most Outstanding Student Paper Award in 2020 - Bonvini M, Kennedy EH. Sensitivity analysis via the proportion of unmeasured confounding. Journal of the American Statistical Association. arxiv.org/abs/1912.02793
- won JSM Student Paper Award (Statistics in Epidemiology Section) in 2020 - Coston A, Mishler A, Kennedy EH, Chouldechova A. Counterfactual risk assessments, evaluation, and fairness. Proceedings of the ACM Conference on Fairness, Accountability, and Transparency (FAT* 2020). arxiv.org/abs/1909.00066
- Kim K, Kennedy EH, Naimi AI. Incremental intervention effects in studies with many timepoints, repeated outcomes, and dropout. Journal of Causal Inference. arxiv.org/abs/1907.04004
- won JSM Student Paper Award (Nonparametric Statistics Section) in 2020 - Mauro JA, Kennedy EH, Nagin D. Instrumental variable methods using dynamic interventions. Journal of the Royal Statistical Society: Series A. arxiv.org/abs/1811.01301
- won JSM Student Paper Award (Government, Survey Research, and Social Statistics Section) in 2018 - Cuellar M, Kennedy EH. A nonparametric projection-based estimator for the probability of causation, with application to water sanitation in Kenya. Journal of the Royal Statistical Society: Series A. arxiv.org/abs/1810.00767
- won JSM Student Paper Award (Breslow Prize, Statistics in Epidemiology Section) in 2018 - Kim K, Kim J, Kennedy EH. Causal effects based on distributional distances. arxiv.org/abs/1806.02935