← Authors

Alexander Volfovsky

14 papers · 2019–2024 · 6 conferences · across top CS/AI conferences

Achievements

🐝 Cross-Pollinator (14) πŸ—ΊοΈ Taxonomy Completionist (25) πŸŒ‰ Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🌈 Renaissance Researcher (9) 🌍 Conference Polyglot (6) πŸƒ Academic Marathon (5) 🀝 Dynamic Duo (10) πŸ† Keyword Champion (6) πŸ’Ž Century Club (14) πŸš€ Conference Pioneer πŸ—ƒοΈ Keyword Collector (54) πŸ”₯ Unstoppable (6)

Conferences

AISTATS (5) UAI (4) JMLR (2) AAAI (1) EMNLP (1) NIPS (1)

Top co-authors

Cynthia Rudin (10) Sudeepa Roy (6) Marco Morucci (4) Harsh Parikh (4) Yameng Liu (3) Justin Weltz (2) M. Usaid Awan (2) Vittorio Orlandi (2) Eric Laber (2) M Brandon Westover (1)

Keywords

causal inference (8) treatment effect estimation (6) treatment effect (2) observational study (2) matching method (2) distance metric (2) dynamic programming (1) markov chain monte carlo (1) text analysis (1) adaptive design (1) optimal policy (1) policy learning (1) causal effect (1) personalized medicine (1) interpretable model (1) sensitivity analysis (1) network interference (1) experimental design (1) observational datum (1) interpretable machine learning (1)

Papers

Safe and Interpretable Estimation of Optimal Treatment Regimes AISTATS 2024
Evaluating Pre-trial Programs Using Interpretable Machine Learning Matching Algorithms for Causal Inference AAAI 2024
Hidden Population Estimation with Indirect Inference and Auxiliary Information UAI 2024
Interpretable Causal Inference for Analyzing Wearable, Sensor, and Distributional Data AISTATS 2024
Experimental Designs for Heteroskedastic Variance NIPS 2023
Variable importance matching for causal inference UAI 2023
MALTS: Matching After Learning to Stretch JMLR 2022
FLAME: A Fast Large-scale Almost Matching Exactly Approach to Causal Inference JMLR 2021
Sensitivity Analysis for Causal Mediation through Text: an Application to Political Polarization EMNLP 2021
Adaptive Hyper-box Matching for Interpretable Individualized Treatment Effect Estimation UAI 2020
Almost-Matching-Exactly for Treatment Effect Estimation under Network Interference AISTATS 2020
Interpretable Almost Matching Exactly With Instrumental Variables UAI 2019
Interpretable Almost-Exact Matching for Causal Inference AISTATS 2019
SMOGS: Social Network Metrics of Game Success AISTATS 2019