Michael Draugelis

Patient-Specific Effects of Medication Using Latent Force Models with Gaussian Processes

A multi-output Gaussian process (GP) is a flexible Bayesian nonparametric framework that has proven useful in jointly modeling the physiological states of patients in medical time series data. However, capturing the short-term effects of drugs and therapeutic interventions on patient physiological s…