9 citations · 9 across the 4 of their papers we have counts for
4 papers · 1 filter
A Multimodal Data Processing Pipeline for MIMIC-IV Dataset
Farzana Islam Adiba, Varsha Danduri, Fahmida Liza Piya +3
The MIMIC-IV dataset is a large, publicly available electronic health record (EHR) resource widely used for clinical machine learning research. It comprises multiple modalities, in…
An Interoperable Machine Learning Pipeline for Pediatric Obesity Risk Estimation
Hamed Fayyaz, Mehak Gupta, Alejandra Perez Ramirez +4
Reliable prediction of pediatric obesity can offer a valuable resource to providers, helping them engage in timely preventive interventions before the disease is established. Many…
HealthGAT: Node Classifications in Electronic Health Records using Graph Attention Networks
Fahmida Liza Piya, Mehak Gupta, Rahmatollah Beheshti
While electronic health records (EHRs) are widely used across various applications in healthcare, most applications use the EHRs in their raw (tabular) format. Relying on raw or si…
Time-series Imputation and Prediction with Bi-Directional Generative Adversarial Networks
Mehak Gupta, Rahmatollah Beheshti
Multivariate time-series data are used in many classification and regression predictive tasks, and recurrent models have been widely used for such tasks. Most common recurrent mode…