ROC Curve: Difference between revisions

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== Ideal ROC Curve ==
== Ideal ROC Curve ==


* A **perfect classifier** reaches the top-left corner (TPR = 1, FPR = 0).
* A ''perfect classifier'' reaches the top-left corner (TPR = 1, FPR = 0).
* The **diagonal line** (from (0,0) to (1,1)) represents a **random classifier**.
* The ''diagonal line'' (from (0,0) to (1,1)) represents a '''random classifier'''.
* The **closer the curve is to the top-left**, the better the model.
* The ''closer the curve is to the top-left'', the better the model.


== Area Under the Curve (AUC) ==
== Area Under the Curve (AUC) ==