Dynamics-based Feature Augmentation of Graph Neural Networks for Variant Emergence Prediction

1 code implementation • 7 Jan 2024 • Majd Al Aawar, Srikar Mutnuri, Mansooreh Montazerin, Ajitesh Srivastava

First, we derive the dynamics of variant prevalence across pairs of regions (countries) that apply to a large class of epidemic models.

Benchmarking Graph Neural Network

Random Forest of Epidemiological Models for Influenza Forecasting

1 code implementation • 17 Jun 2022 • Majd Al Aawar, Ajitesh Srivastava

We demonstrate that our Random Forest-based approach is able to improve upon the forecasts of the individual predictors in terms of mean absolute error, coverage, and weighted interval score.