Search Results for author: Tianjian Xu

Found 2 papers, 1 papers with code

The EpiBench Platform to Propel AI/ML-based Epidemic Forecasting: A Prototype Demonstration Reaching Human Expert-level Performance

no code implementations4 Feb 2021 Ajitesh Srivastava, Tianjian Xu, Viktor K. Prasanna

In this paper, we introduce a prototype of EpiBench which is currently running and accepting submissions for the task of forecasting COVID-19 cases and deaths in the US states and We demonstrate that we can utilize the prototype to develop an ensemble relying on fully automated epidemic forecasts (no human intervention) that reaches human-expert level ensemble currently being used by the CDC.

Epidemiology

Fast and Accurate Forecasting of COVID-19 Deaths Using the SIkJ$α$ Model

4 code implementations10 Jul 2020 Ajitesh Srivastava, Tianjian Xu, Viktor K. Prasanna

Many of these methods are based on traditional epidemiological model which rely on simulations or Bayesian inference to simultaneously learn many parameters at a time.

Bayesian Inference

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