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Mention the work of Ravuri et al (2021, Nature) as an example of work using cGANs to generate ensembles
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dnerini committed Oct 2, 2021
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4 changes: 2 additions & 2 deletions doc/source/user_guide/machine_learning_pysteps.rst
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Expand Up @@ -97,7 +97,7 @@ The comparison of methods from different types should only be done carefully and
- :py:mod:`pysteps.nowcasts.lagrangian_probability` or probabilities derived from :py:mod:`pysteps.nowcasts.steps`/:py:mod:`~pysteps.nowcasts.sseps`
- Reliability diagram (predicted vs observed quantile), probability integral transform (PIT) histogram
* - Probabilistic (ensemble-based)
- GANs, VAEs, etc
- Ensemble and probabilities derived from :py:mod:`pysteps.nowcasts.steps`/:py:mod:`~pysteps.nowcasts.sseps`
- GANs (Ravuri et al., 2021), VAEs, etc
- Ensemble and probabilities derived from :py:mod:`pysteps.nowcasts.steps`/:py:mod:`~pysteps.nowcasts.linda`
- Probabilistic verification: reliability diagrams, continuous ranked probability scores (CRPS), etc.
Ensemble verification: rank histograms, spread-error relationships, etc

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