Shamim Nemati Email & Phone Number

Our team is broadly interested in developing computational tools and machine learning algorithms for analysis of medical data, with the goal of phenotyping patients, tracking patients' trajectory, predicting impending events, and optimizing treatment strategies to avoid/mitigate adverse outcomes. To accomplish these, we bring together concepts and tools from signal processing, information theory, control theory, optimization, and machine learning to design physiologically inspired models and predictive analytic and sequential decision-making algorithms. Additionally, we are involved in a number of translational and regulatory activities, which include close collaborations with health IT professionals, Quality Management System (QMS) engineers, FDA regulatory experts, bedside clinicians, and hospital quality improvement and patient experience teams. Together these allow us to close the loop on building functional and sustainable healthcare Apps and provide the much-needed evidence to support the deployment of data-driven clinical and patient-facing decision support systems. Application areas include critical care, computational neuroscience and psychiatry, and wearable technology.Please feel free to contact me with questions regarding my work or collaboration and consulting opportunities. Keywords: signal processing, feedback control, dynamical systems, multivariate time series, artificial intelligence (AI), deep learning, reinforcement learning (RL), video processing, electronic health records (EHR), FHIR, HL7, QMS, FDA.

Listed skills include Machine Learning, Signal Processing, Matlab, Mathematical Modeling, and 7 others.