Mark Derdzinski

GlucoSynth: Generating Differentially-Private Synthetic Glucose Traces

We focus on the problem of generating high-quality, private synthetic glucose traces, a task generalizable to many other time series sources. Existing methods for time series data synthesis, such as those using Generative Adversarial Networks (GANs), are not able to capture the innate characteristic…