Tuesday May 24, 2022
Session 1 - 9:15am-10:25am: Flexible Causal Inference Methods in New Settings
Discussant: Betsy Ogburn
| Title | Authors |
|---|---|
| An Automated Approach to Causal Inference in Discrete Settings | Duarte, Guilherme; Finkelstein, Noam; Knox, Dean*; Mummolo, Jonathan; Shpitser, Ilya |
| An Approach to Nonparametric Inference on the Causal Dose-Response Function | Hudson, Aaron*; van der Laan, Mark |
| On the Causal Interpretation of Randomized Interventional Indirect Effects | Miles, Caleb* |
Session 2 - 10:50am-12:00pm: Bridging Experimental and Observational Data
Discussant: Fabrizia Mealli
| Title | Authors |
|---|---|
| Shrinkage Estimation for Causal Inference and Experimental Design | Rosenman, Evan T. R. *; Miratrix, Luke; Owen, Art; Baiocchi, Michael; Basse, Guillaume W |
| Generalizing impacts of voluntary interventions using nonparametric regressions | Degtiar, Irina*; Finucane, Mariel |
| Blurring cluster randomized trials and observational studies: Evaluating the SEARCH intervention on incident TB in rural Uganda | Nugent, Joshua R*; Balzer, Laura; SEARCH Collaboration |
Session 3 - 1:15pm-2:25pm: Causal Inference and privacy
Discussant: Dylan Small
| Title | Authors |
|---|---|
| Privacy-Preserving and Communication-Efficient Causal Inference for Hospital Quality Measurement | Han, Larry*; Li, Yige; Niknam, Bijan; Zubizarreta, Jose |
| Federated Causal Inference in Heterogeneous Observational Data | Xiong, Ruoxuan*; Koenecke, Allison ; Powell, Michael ; Shen, Zhu; Vogelstein, Joshua T; Athey, Susan |
| Causal Inference with Corrupted Data: Measurement Error, Missing Values, Discretization, and Differential Privacy | Agarwal, Anish; Singh, Rahul* |
Session 4 - 2:50pm-4:00pm: Causal Inference with Interference
Discussant: Bryan Graham
| Title | Authors |
|---|---|
| Identification and Estimation of Causal Peer Effects Using Double Negative Controls for Unmeasured Net… | Egami, Naoki*; Tchetgen Tchetgen, Eric |
| Simple yet Efficient Estimators for Network Causal Inference Even When the Network is Unknown | Cortez, Mayleen; Eichhorn, Matthew*; Yu, Christina Lee |
| Optimal Allocation of Water and Sanitation Facilities To Prevent Communicable Diarrheal Diseases in Senegal Under Partial Interference | Park, Chan*; Chen, Guanhua; Yu, Menggang; Kang, Hyunseung |
Wednesday May 25, 2022
Session 5 - 8:45am-9:55am: Automating Methods to make the most of Causal Inference
Discussant: Mark van der Laan
| Title | Authors |
|---|---|
| Conformal Inference of Counterfactuals and Individual Treatment Effects | Lei, Lihua*; Candes, Emmanuel |
| Doubly Robust Calibration of Prediction Sets under Covariate Shift | Yang, Yachong*; Tchetgen Tchetgen, Eric; Kuchibhotla, Arun K |
| Stateful Offline Contextual Policy Evaluation and Learning | Kallus, Nathan; Zhou, Angela* |
Session 6 - 11:15am-12:25pm: Methodological innovations for challenges in Health Policy and Clinical Care
Discussant: Jessica Young
| Title | Authors |
|---|---|
| Policy Evaluation in the Real World: Experiences with Translating Cutting-Edge Methods for an Applied Audience | Seewald, Nicholas J*; McGinty, Beth; Stuart, Elizabeth |
| Noise-Induced Randomization in Regression Discontinuity Designs | Eckles, Dean; Ignatiadis, Nikolaos*; Wager, Stefan; Wu, Han |
| Empirical Welfare Maximization with Constraints | Sun, Liyang* |
Session 7 - 1:55pm-3:05pm: Causal Inference and Disparities
Discussant: Dave Harding
| Title | Authors |
|---|---|
| The importance of equity value judgements and estimator-estimand alignment in measuring disparity and identifying targets to reduce disparity | Chang, Ting-Hsuan*; Nguyen, Trang Q; Jackson, John |
| Causal Decomposition of Group Disparities | Yu, Ang*; Elwert, Felix |
| Data Fusion for Time-to-Event Outcomes [Application to racial disparities] | Shafie Khorassani, Fatema*; Taylor, Jeremy; Shi, Xu |