Statistics for the evaluation and comparison of models
Journal of Geophysical Research Atmospheres · 1985 · 2K citations · 14 references
GeophysicsMeteorologyClimatologyGeophysical ModelsEngineeringNumerical Weather PredictionDifference MeasuresModel PredictionsGeographyWeather ForecastingMeteorological MeasurementModel ComparisonComputational GeophysicsStatistical ModelingStatisticsEarth ScienceModel AnalysisGeodesy
Procedures that may be used to evaluate the operational performance of a wide spectrum of geophysical models are introduced. Primarily using a complementary set of difference measures, both model accuracy and precision can be meaningfully estimated, regardless of whether the model predictions are manifested as scalars, directions, or vectors. It is additionally suggested that the reliability of the accuracy and precision measures can be determined from bootstrap estimates of confidence and significance. Recommended procedures are illustrated with a comparative evaluation of two models that estimate wind velocity over the South Atlantic Bight.
14
River flow forecasting through conceptual models part I — A discussion of principles
J.E. Nash, J. V. Sutcliffe · Journal of Hydrology · 1970
23.6K citations
Cort J. Willmott · Physical Geography · 1981
4.6K citations
Some Comments on the Evaluation of Model Performance
Cort J. Willmott · Bulletin of the American Meteorological Society · 1982
3.7K citations
A Leisurely Look at the Bootstrap, the Jackknife, and Cross-Validation
Bradley Efron, Gail Gong · The American Statistician · 1983
3K citations
Nonparametric estimates of standard error: The jackknife, the bootstrap and other methods
Bradley Efron · Biometrika · 1981
1.4K citations