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Probabilistic forecasts
Probability of a specific event Chance of rain; chance of frost Expressions of a full distribution Derived statistically or through the use of ensembles. Used by the National Hurricane Center.
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Discrimination Plot Decision Threshold Outcome = No Outcome = Yes Hits
False Alarms
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Brier Score
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Decomposing Brier Score
BS = reliability – resolution + uncertainty
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Attribute Diagram
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Attribute Diagrams
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Receiver Operating Curve (ROC) Plot
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Exercise 3 (open ex3.r) Chance of rain forecast and observation.
Discrimination plot ROC plot Area under ROC plot
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Aggregation Open ex4.r Use of the aggregate function
Example of a function A warning about factors and numeric class variables.
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