3 citations · 5 across the 7 of their papers we have counts for
8 papers
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…
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…
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…
Structural Causal Model with Expert Augmented Knowledge to Estimate the Effect of Oxygen Therapy on Mortality in the ICU
Md Osman Gani, Shravan Kethireddy, Marvi Bikak +2
Recent advances in causal inference techniques, more specifically, in the theory of structural causal models, provide the framework for identification of causal effects from observ…
Identifying and Analyzing Sepsis States: A Retrospective Study on Patients with Sepsis in ICUs
Chih-Hao Fang, Vikram Ravindra, Salma Akhter +4
Sepsis accounts for more than 50% of hospital deaths, and the associated cost ranks the highest among hospital admissions in the US. Improved understanding of disease states, sever…
Collaborative Cloud Computing Framework for Health Data with Open Source Technologies
Fatemeh Rouzbeh, Ananth Grama, Paul Griffin +1
The proliferation of sensor technologies and advancements in data collection methods have enabled the accumulation of very large amounts of data. Increasingly, these datasets are c…