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. 2021 Mar 2;25(2):386–401. doi: 10.1109/TEVC.2021.3063217

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Fig. 3. — Predictor neural network. This diagram shows the Keras representation of the learnable predictor model. The previous 21 days of are fed into the context_input; the previous 21 days of stringency values for the eight NPIs are fed into the action_input. The Lambda layer combines the context branch and the action branch as specified in (9) to produce a prediction . The effects of social distancing and endogenous growth rate of the pandemic are processed in separate pathways, making it possible to ensure that stringency has a monotonic effect, resulting in more regular predictions.

Inline graphic — Predictor neural network. This diagram shows the Keras representation of the learnable predictor model. The previous 21 days of are fed into the context_input; the previous 21 days of stringency values for the eight NPIs are fed into the action_input. The Lambda layer combines the context branch and the action branch as specified in (9) to produce a prediction . The effects of social distancing and endogenous growth rate of the pandemic are processed in separate pathways, making it possible to ensure that stringency has a monotonic effect, resulting in more regular predictions.