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# Synthetic Recovery visual results | ||
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This file combines the figures generated in `rt.R` into a single file, used to | ||
confirm that the fits to synthetic data with different EpiNow2 | ||
specifications work as expected. | ||
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In all figures, the black dots indicate the ground truth R(t) estimate, used to | ||
generate the synthetic data used for model fitting. | ||
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### Estimate from the default Gaussian Process settings using the No-U-Turn (NUTS) sampler | ||
![](./figs/rt_gp_nuts.png) | ||
![](./figs/inf_gp_nuts.png) | ||
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### Estimate from back-calculation | ||
![](./figs/rt_backcalc_nuts.png) | ||
![](./figs/inf_backcalc_nuts.png) | ||
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### Estimate from a weekly random walk, with no Gaussian process | ||
![](./figs/rt_weekly_rw_nuts.png) | ||
![](./figs/inf_weekly_rw_nuts.png) | ||
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### Estimate from a monthly random walk + a stationary Gaussian process | ||
![](./figs/rt_gp_rw_nuts.png) | ||
![](./figs/inf_gp_rw_nuts.png) | ||
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### Comparison of different model specs | ||
CRPS over time evaluated against known R(t) | ||
![](./figs/rt_crps.png) | ||
CRPS over time evaluated against infections | ||
![](./figs/inf_crps.png) | ||
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