Talk
in
Workshop: The Synergy of Scientific and Machine Learning Modelling (SynS & ML) Workshop
AI-Augmented Epidemiology for Covid-19 - Sercan Arik
[
Abstract
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2023 Talk
in
Workshop: The Synergy of Scientific and Machine Learning Modelling (SynS & ML) Workshop
in
Workshop: The Synergy of Scientific and Machine Learning Modelling (SynS & ML) Workshop
Abstract:
The COVID-19 pandemic has highlighted the global need for reliable models of disease spread. We propose a novel AI-augmented forecast modeling framework that is based on integrating machine-learned mapping of informative covariates into the compartmental models. Via prospective evaluation, we demonstrate that our framework yields very accurate forecasts, outperforming other models, as well as explainable insights into the disease dynamics and what-if simulation capabilities.
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