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Description

Implementation of the Latent ODE (https://github.com/YuliaRubanova/latent_ode) for continuous glucose monitor (CGM) data.

Requirements

Install required packages by running conda env create -f environment.yml. Additionally, install torchdiffeq from here.

Interpolating CGM Data

Extrapolating CGM Data

Data

The data set has been taken from the study by [1] and can be downloaded from the here.

[1] Heather Hall, Dalia Perelman, Alessandra Breschi, Patricia Limcaoco, Ryan Kellogg, Tracey McLaughlin, and Michael Snyder. Glucotypes reveal new patterns of glucose dysregulation. *PLoS biology*, 16(7):e2005143, 2018.