21 citations · 39 across the 5 of their papers we have counts for
5 papers
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…
A Computational Framework for Solving Nonlinear Binary OptimizationProblems in Robust Causal Inference
Md Saiful Islam, Md Sarowar Morshed, Md. Noor-E-Alam
Identifying cause-effect relations among variables is a key step in the decision-making process. While causal inference requires randomized experiments, researchers and policymaker…
Sampling Kaczmarz Motzkin Method for Linear Feasibility Problems: Generalization & Acceleration
Md Sarowar Morshed, Md Saiful Islam, Md. Noor-E-Alam
Randomized Kaczmarz (RK), Motzkin Method (MM) and Sampling Kaczmarz Motzkin (SKM) algorithms are commonly used iterative techniques for solving a system of linear inequalities (i.e…
Robust policy evaluation from large-scale observational studies
Md Saiful Islam, Md Sarowar Morshed, Gary J. Young +1
Under current policy decision making paradigm, we make or evaluate a policy decision by intervening different socio-economic parameters and analyzing the impact of those interventi…
Accelerated Sampling Kaczmarz Motzkin Algorithm for The Linear Feasibility Problem
Md Sarowar Morshed, Md Saiful Islam, Md. Noor-E-Alam
The Sampling Kaczmarz Motzkin (SKM) algorithm is a generalized method for solving large scale linear systems of inequalities. Having its root in the relaxation method of Agmon, Sch…