dorsal/arxiv
View SchemaDo probabilistic medium-range temperature forecasts need to allow for non-normality?
| Authors | Stephen Jewson |
|---|---|
| Categories | |
| ArXiv ID | physics/0310060 |
| URL | https://arxiv.org/abs/physics/0310060 |
Abstract
The gaussian spread regression model for the calibration of site specific ensemble temperature forecasts depends on the apparently restrictive assumption that the uncertainty around temperature forecasts is normally distributed. We generalise the model using the kernel density to allow for much more flexible distribution shapes. However, we do not find any meaningful improvement in the resulting probabilistic forecast when evaluated using likelihood based scores. We conclude that the distribution of uncertainty is either very close to normal, or if it is not close to normal, then the non-normality is not being predicted by the ensemble forecast that we test.
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"date_created": "2026-03-02T18:00:46.968000Z",
"date_modified": "2026-03-02T18:00:46.968000Z",
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"abstract": "The gaussian spread regression model for the calibration of site specific\nensemble temperature forecasts depends on the apparently restrictive assumption\nthat the uncertainty around temperature forecasts is normally distributed. We\ngeneralise the model using the kernel density to allow for much more flexible\ndistribution shapes. However, we do not find any meaningful improvement in the\nresulting probabilistic forecast when evaluated using likelihood based scores.\nWe conclude that the distribution of uncertainty is either very close to\nnormal, or if it is not close to normal, then the non-normality is not being\npredicted by the ensemble forecast that we test.",
"arxiv_id": "physics/0310060",
"authors": [
"Stephen Jewson"
],
"categories": [
"physics.ao-ph"
],
"title": "Do probabilistic medium-range temperature forecasts need to allow for non-normality?",
"url": "https://arxiv.org/abs/physics/0310060"
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