JSM2025
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Contributed Papers

Advances in Causal Inference Methodology

Sun, Aug 3, 2:00 PM - 3:50 PM Room CC-202C Music City Center
Xindi LinChair
Health Policy Statistics Section

5 Presentations

2sCOPE-GAM: Instrument-Free Copula Approach for Endogeneity in Additive Models
2:05 PM - 2:20 PM
Co-authors: Kai Zhao, Yi Qian (University of British Columbia), Kai Zhao, Hui Xie (Simon Fraser University)
EndogeneityCopula2 stage estimationGeneralized additive model
High-dimensional mediation analysis with survival outcomes
2:20 PM - 2:35 PM
Co-authors: Tzu-Jung Huang (Fred Hutchinson Cancer Center), Tzu-Jung Huang (Fred Hutchinson Cancer Center), Zhonghua Liu (Columbia University), Ian McKeague (Department of Biostatistics, Columbia University)
causal inferencemediation analysisright-censored datapost-selection inferencenon-standard asymptoticsmultiple testing
Hybrid Frequentist-Bayesian Estimation of Causal Effects in the Primary Care First Evaluation
2:35 PM - 2:50 PM
Co-authors: Rachael Aikens (Mathematica), Rachael Aikens (Mathematica), Honoka Suzuki (Mathematica), Nadia Bell (Mathematica), Daniel Thal (Mathematica), Lauren Forrow (Mathematica Policy Research)
Causal inferenceBayesian statisticsDifference-in-differencesHealth policy evaluationMultiplicity correctionHeterogeneous treatment effects
Multilevel interrupted time series allowing non-linear interruption effects
2:50 PM - 3:05 PM
Co-authors: RJ Waken, RJ Waken
causal inferencetime serieseconometricshealth policysemiparametricbayesian
Unifying regression-based and design-based causal inference in time series experiments
3:05 PM - 3:20 PM
Co-authors: Zhexiao Lin (UC Berkeley), Peng Ding (University of California-Berkeley), Zhexiao Lin (UC Berkeley)
time series experimentspotential outcomerandomization inferencerobust standard error
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