Model 6

Dengue Python Quantitative Weekly ADM 2

Deep learning model using BI-LSTM Layers


Author Eduardo Correa Araujo
Disease Dengue
Administrative Level Municipality
Time Resolution Week
Implementation Language Python

Description:

In this repo, in the path /models/neuralnetworks it's implemented a deep learning model with three lstm layers (the first one is bidirectional) interspersed with dropout layers and a dense layer in the output. This model computes the number of new cases in the next four weeks based on the last four weeks of data (cases and climate variables). The confidence interval of the predictions is computed using dropout and making multiple predictions to compute the ci of them.