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Probabilistic forecasts

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Presentation on theme: "Probabilistic forecasts"— Presentation transcript:

1 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.

2 Discrimination Plot Decision Threshold Outcome = No Outcome = Yes Hits
False Alarms

3 Brier Score

4 Decomposing Brier Score
BS = reliability – resolution + uncertainty

5 Attribute Diagram

6 Attribute Diagrams

7 Receiver Operating Curve (ROC) Plot

8 Exercise 3 (open ex3.r) Chance of rain forecast and observation.
Discrimination plot ROC plot Area under ROC plot

9 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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