most citedCKH: Causal Knowledge Hierarchy for Estimating Structural Causal Models from Data and Priors

2 citations · 2 across the 5 of their papers we have counts for

collaborators

5 papers

cs.LG2022

Causal Discovery on the Effect of Antipsychotic Drugs on Delirium Patients in the ICU using Large EHR Dataset

Riddhiman Adib, Md Osman Gani, Sheikh Iqbal Ahamed +1

Delirium occurs in about 80% cases in the Intensive Care Unit (ICU) and is associated with a longer hospital stay, increased mortality and other related issues. Delirium does not h…

stat.ME2022

Pragmatic Clinical Trials in the Rubric of Structural Causal Models

Riddhiman Adib, Sheikh Iqbal Ahamed, Mohammad Adibuzzaman

Explanatory studies, such as randomized controlled trials, are targeted to extract the true causal effect of interventions on outcomes and are by design adjusted for covariates thr…

cs.AI2022★ 2 cited

CKH: Causal Knowledge Hierarchy for Estimating Structural Causal Models from Data and Priors

Riddhiman Adib, Md Mobasshir Arshed Naved, Chih-Hao Fang +5

Structural causal models (SCMs) provide a principled approach to identifying causation from observational and experimental data in disciplines ranging from economics to medicine. H…

cs.CY2020

mTOCS: Mobile Teleophthalmology in Community Settings to improve Eye-health in Diabetic Population

Jannat Tumpa, Riddhiman Adib, Dipranjan Das +8

Diabetic eye diseases, particularly Diabetic Retinopathy,is the leading cause of vision loss worldwide and can be prevented by early diagnosis through annual eye-screenings. Howeve…

stat.ME2020

A Causally Formulated Hazard Ratio Estimation through Backdoor Adjustment on Structural Causal Model

Riddhiman Adib, Paul Griffin, Sheikh Iqbal Ahamed +1

Identifying causal relationships for a treatment intervention is a fundamental problem in health sciences. Randomized controlled trials (RCTs) are considered the gold standard for…