Publications

• Evaluating Pre-trial Programs. AAAI (oral), 2024.
  Travis Seale-Carlisle, Saksham Jain, Courtney Lee, Caroline Levenson, Swathi Ramprasad, Brandon Garrett, Sudeepa Roy, Cynthia Rudin, Alexander Volfovsky
• Interpretable Causal Inference for Analyzing Wearable, Sensor, and Distributional Data. AISTATS, 2024.
  Harsh Parikh, Quinn Lanners, Zade Akras, Sahar Zafar, M Brandon Westover, Cynthia Rudin, and Alexander Volfovsky
• Safe and Interpretable Estimation of Optimal Treatment Regimes. AISTATS, 2024.
  Harsh Parikh^*, Quinn Lanners^*, Zade Akras, Sahar F. Zafar, M. Brandon Westover, Cynthia Rudin, Alexander Volfovsky
• How Many Patients Do You Need? Investigating Trial Designs for Anti-Seizure Treatment in Acute Brain Injury Patients. Annals of Clinical and Translational Neurology, 2024.
  Harsh Parikh, Haoqi Sun, Rajesh Amerineni, Eric S. Rosenthal, Alexander Volfovsky, Cynthia Rudin, M. Brandon Westover, Sahar F. Zafar
• Effects of Epileptiform Activity on Discharge Outcome in Critically Ill Patients in the USA: A Retrospective Cross-Sectional Study. The Lancet Digital Health, 2023.
  Harsh Parikh, Kentaro Hoffman, Haoqi Sun, Wendong Ge, Jin Jing, Rajesh Amerineni, Lin Liu, Jimeng Sun, Sahar Zafar, Aaron Struck, Alexander Volfovsky, Cynthia Rudin, M. Brandon Westover
• Variable Importance Matching for Causal Inference. The UAI, 2023.
  Quinn Lanners, Harsh Parikh, Alexander Volfovsky, Cynthia Rudin, David Page
• MALTS: Matching After Learning to Stretch. JMLR, 2022.
  Harsh Parikh, Cynthia Rudin, Alexander Volfovsky
• FLAME: A Fast Large-scale Almost Matching Exactly Approach to Causal Inference. JMLR, 2021.
  Tianyu Wang, Marco Morucci, M. Usaid Awan, Yameng Liu, Sudeepa Roy, Cynthia Rudin, Alexander Volfovsky
• Adaptive Hyper-box Matching for Interpretable Individualized Treatment Effect Estimation. UAI, 2020.
  Marco Morucci, Vittorio Orlandi, Sudeepa Roy, Cynthia Rudin, Alexander Volfovsky
• Almost-Matching-Exactly for Treatment Effect Estimation Under Network Interference. AISTATS, 2020.
  M. Usaid Awan, Marco Morucci, Vittorio Orlandi, Sudeepa Roy, Cynthia Rudin, Alexander Volfovsky
• Interpretable Almost-Matching-Exactly With Instrumental Variables. UAI, 2019.
  M. Usaid Awan, Yameng Liu, Marco Morucci, Sudeepa Roy, Cynthia Rudin, Alexander Volfovsky
• Interpretable Almost Matching Exactly for Causal Inference. AISTATS, 2019.
  Yameng Liu, Aw Dieng, Sudeepa Roy, Cynthia Rudin, Alexander Volfovsky