Research

Machine Learning Methods and Algorithm Development

Streaming Analytics &
Edge Computing

Real-time event analytics of
multi-sensor data streams

Online Learning

Multi-armed bandits with delayed rewards, Gated Linear Contextual Bandits (GLCB), etc.

Domain Adaptation

CycleGAN / DeepCORAL based approaches to identify domain invariant features from multiple sensor-data

Applications of Machine Learning

We are pioneering research that investigates changes in HRV that predicts mortality and organ dysfunction in COVID-19. Additionally, we seek to uncover whether COVID-19 is really Sepsis in a different form?

ARDS

A major cause of death from COVID-19 is the development of Acute Respiratory Distress Syndrome (ARDS). We are developing novel predictive models for ARDS among mechanically ventilated COVID-19 patients.

Pediatrics

Bioinformatics

Sickle Cell Disease & Pain Medicine

Patient Safety & Quality

Applied Machine Learning Methods

Temporal Analysis

Visual Analytics

Hierarchical Learning

Other