paper
2019
Downscaling & super-resolution
Evaluation or intercomparison of existing models
Classical ML (trees, GP, linear, kernels) Journal
2019-01-09
016
Jan 2019
S. C. Pryor, Justin T. Schoof
International Journal of Climatology
Systematic comparison of GLM and ANN statistical downscaling choices at 10 US sites; ANNs beat GLMs for temperature, while PCA predictors help only extremes.
Downscaling & super-resolution
A hierarchical analysis of the impact of methodological decisions on statistical downscaling of daily precipitation and air temperatures
In one sentence. Systematic comparison of GLM and ANN statistical downscaling choices at 10 US sites; ANNs beat GLMs for temperature, while PCA predictors help only extremes.
Labels
- Topic
- Downscaling & super-resolution
- Type
- Evaluation or intercomparison of existing models
- Method
- Classical ML (trees, GP, linear, kernels)
- Domain
- Local / station
- Data
- Station / in-situ
- Status
- Research
- Identifiers
- DOI:10.1002/joc.5990 OpenAlex:W2909002714
- Added
- 2026-10-22
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