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Equation 4 · Part 3 · How AI and Cybersecurity Actually Work

fraction

Precision=TPR⋅pTPR⋅p+FPR⋅(1−p)\text{Precision} = \frac{\text{TPR} \cdot p}{\text{TPR} \cdot p + \text{FPR} \cdot (1-p)}
fraction

What this part means

Divide the expression above the line by the one below it.

Its job in the formula

The expression above the fraction bar is divided by the complete expression below it. The denominator must not be zero.

The passage around this formula

A simple way to see why the base rate of genuine misuse matters as much as the detector’s accuracy is the standard result relating a detector’s precision to how rare the thing it is looking for actually is. If a detection system has a true-positive rate TPR\text{TPR} and false-positive rate FPR\text{FPR} , and the true prevalence of the underlying misuse event in the traffic it sees is p , the fraction of flagged events that are genuinely misuse — the precision an analyst actually experiences — is Precision=TPR⋅pTPR⋅p+FPR⋅(1−p)\text{Precision} = \frac{\text{TPR} \cdot p}{\text{TPR} \cdot p + \text{FPR} \cdot (1-p)}. When p is small, which it almost always is for genuine, successful misuse against a well-defended system, precision collapses toward zero even for a detector with a very low…

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A fraction a/b means a divided by b. The top number is the numerator; the bottom number is the denominator, and it cannot be zero.

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