Diversity in Interpretations of Probability: Implications for Weather Forecasting
@article{Ela2005DiversityII, title={Diversity in Interpretations of Probability: Implications for Weather Forecasting}, author={Ram{\'o}n de El{\'i}a and Ren{\'e} Laprise}, journal={Monthly Weather Review}, year={2005}, volume={133}, pages={1129-1143} }
Over the last years, probability weather forecasts have become increasingly popular due in part to the development of ensemble forecast systems. Despite its widespread use in atmospheric sciences, probability forecasting remains a subtle and ambiguous way of representing the uncertainty related to a future meteorological situation. There are several schools of thought regarding the interpretation of probabilities, none of them without flaws, internal contradictions, or paradoxes. Usually…
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References
SHOWING 1-10 OF 38 REFERENCES
The Early History of Probability Forecasts: Some Extensions and Clarifications
- Environmental Science
- 1998
Abstract Heretofore it has been widely accepted that the contributions of W. E. Cooke in 1906 represented the first works related to the explicit treatment of uncertainty in weather forecasts.…
Misinterpretations of precipitation probability forecasts
- Environmental Science
- 1980
Abstract Previous studies have suggested that the general public misinterprets probability of precipitation (PoP) forecasts, leading some meteorologists to argue that probabilities should not be…
Spatial and Interannual Variability of the Reliability of Ensemble-Based Probabilistic Forecasts: Consequences for Calibration
- Environmental Science
- 2003
Reliability is an essential attribute of the quality of probabilistic forecasts. It indicates the correspondence between a given probability, and the observed frequency of an event in the case this…
Cognitive Illusions, Heuristics, and Climate Prediction
- Environmental Science
- 1999
The optimal use of climate predictions requires providers of forecasts to understand the difficulties people have in estimating and dealing with probabilities, risk, and uncertainty and to make adjustments in the way forecasts are prepared and disseminated.
forecasters and probability forecasts: some current problems1,2
- Environmental Science
- 1971
Abstract The responses to a questionnaire which was administered to forecasters actively involved in probability forecasting are summarized in Murphy and Winkler (1971). These responses and…
Improving Reliability of Judgmental Forecasts
- Psychology
- 2001
Five principles can improve reliability in judgmental forecasting: Organize and present information in a form that clearly emphasizes relevant information, limit the amount of information used, and require justification of forecasts.
Stochastic dynamic prediction
- Environmental Science
- 1969
Stochastic dynamic prediction assumes the laws governing atmospheric behavior are entirely deterministic, but seeks solutions corresponding to probabilistic statements of the initial conditions, thus…
Interpretation of Rank Histograms for Verifying Ensemble Forecasts
- Environmental Science
- 2001
Abstract Rank histograms are a tool for evaluating ensemble forecasts. They are useful for determining the reliability of ensemble forecasts and for diagnosing errors in its mean and spread. Rank…
The Science of Conjecture: Evidence and Probability Before Pascal
- Philosophy
- 2002
Franklin has no interest in denying the significance of the mathematical treatment of probability – he is, after all, a professional mathematician – but the principal theme in his book is the gradual “coming to consciousness” of canons of inference governing uncertain cases.
Ensemble Reforecasting: Improving Medium-Range Forecast Skill Using Retrospective Forecasts
- Environmental Science
- 2004
Abstract The value of the model output statistics (MOS) approach to improving 6–10-day and week 2 probabilistic forecasts of surface temperature and precipitation is demonstrated. Retrospective…