3 papers
stat.ME2026
Copula-Based Endogeneity Correction for Doubly Robust Estimation of Treatment Effect
Sahil Shikalgar, Md. Noor-E-Alam
Doubly Robust (DR) estimation of treatment effect relies on an untestable assumption that is the absence of unobserved confounding. This assumption is par- ticularly problematic in…
cs.AI2025
A Two-Stage Interpretable Matching Framework for Causal Inference
Sahil Shikalgar, Md. Noor-E-Alam
Matching in causal inference from observational data aims to construct treatment and control groups with similar distributions of covariates, thereby reducing confounding and ensur…
cs.LG2024
A Two-Stage Feature Selection Approach for Robust Evaluation of Treatment Effects in High-Dimensional Observational Data
Md Saiful Islam, Sahil Shikalgar, Md. Noor-E-Alam
A Randomized Control Trial (RCT) is considered as the gold standard for evaluating the effect of any intervention or treatment. However, its feasibility is often hindered by ethica…