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ROC – Receiver Operator Characteristics – used by radarmen in WW II by servicemen to differentiate between radar blips as planes and false alerts.  Was only applied to signal processing / IR in the 1970’s.
To think about:
  How do we emphasize recall or precision in our F measure
How do we translate accuracy to precision and recall terms?