Concepedia

Statistics for the evaluation and comparison of models

Cort J. Willmott, Steven G. Ackleson, Robert E. Davis, Johannes J. Feddema, Katherine Klink, David R. Legates, James O’Donnell, Clinton M. Rowe

Journal of Geophysical Research Atmospheres · 1985 · 2K citations · 14 references

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Concepts

Abstract

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.

References

14