← Authors

Eric Tchetgen Tchetgen

6 papers · 2021–2024 · 3 conferences · across top CS/AI conferences

Achievements

πŸ—ΊοΈ Taxonomy Completionist (14) πŸŒ‰ Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (3) 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (7) 🌈 Renaissance Researcher (6) πŸ† Keyword Champion (2)

Conferences

AISTATS (2) ICML (2) JMLR (2)

Top co-authors

Carlos VarjΓ£o (2) Lin Liu (1) Ilya Shpitser (1) Louise Xu (1) James M. Robins (1) AmirEmad Ghassami (1) Andrew Ying (1) Harsh Parikh (1) Yifan Cui (1) David Heckerman (1)

Research topics

Statistics (1)

Keywords

causal inference (3) proximal causal inference (2) treatment effect (2) average treatment effect (2) synthetic data generation (1) nonparametric estimation (1) machine learning (1) observational study (1) convergence rate (1) propensity score (1) influence function (1) deep generative model (1) doubly robust estimator (1) semiparametric efficiency (1) kernel machine learning (1) instrumental variable (1) synthetic control (1) adaptive estimation (1) continuous treatment (1) doubly robust method (1)

Papers

Proximal Causal Inference for Synthetic Control with Surrogates AISTATS 2024
Minimax Kernel Machine Learning for a Class of Doubly Robust Functionals with Application to Proximal Causal Inference AISTATS 2022
End-to-End Balancing for Causal Continuous Treatment-Effect Estimation ICML 2022
Validating Causal Inference Methods ICML 2022
Selective Machine Learning of the Average Treatment Effect with an Invalid Instrumental Variable JMLR 2022
Adaptive estimation of nonparametric functionals JMLR 2021