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Forecasting skill of model averages.

Authors :
Winter, C. L.
Nychka, Doug
Source :
Stochastic Environmental Research & Risk Assessment. Jul2010, Vol. 24 Issue 5, p633-638. 6p. 2 Diagrams, 2 Charts.
Publication Year :
2010

Abstract

Given a collection of science-based computational models that all estimate states of the same environmental system, we compare the forecast skill of the average of the collection to the skills of the individual members. We illustrate our results through an analysis of regional climate model data and give general criteria for the average to perform more or less skillfully than the most skillful individual model, the “best” model. The average will only be more skillful than the best model if the individual models in the collection produce very different forecasts; if the individual forecasts generally agree, the average will not be as skillful as the best model. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
14363240
Volume :
24
Issue :
5
Database :
Academic Search Index
Journal :
Stochastic Environmental Research & Risk Assessment
Publication Type :
Academic Journal
Accession number :
49024203
Full Text :
https://doi.org/10.1007/s00477-009-0350-y