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Figure 4.5 The principled way to compare different algorithms is by examining their ROC curves. When the truepositive rate is greater than the false-positive rate at every situation, then it’s straightforward to declare that one algorithm is dominant in terms of its performance. If the true-positive rate is less than the false-positive rate, the plot dips below the baseline shown by a dotted-line.
EXERCISE 4.2 How would a 100% correct rate (all true positives, no false positives) look like as a point on a ROC curve?
ANSWER The point for a 100% correct rate would be located on the positive y-axis of