SENSITIVITY AND SPECIFICITY
| Total Pop. | PP | PN | ||
|---|---|---|---|---|
| P | TP | FN | TPR | FNR |
| N | FP | TN | FPR | TNR |
| Prevalence | PPV | FOR | ||
| Accuracy | FDR | NPV | ||
Basic Terms
FN: False Negative (type II error, miss, understimation)FP: False Positive (type I error, false alarm, overestimation)N: Actual NegativeP: Actual PositivePN: Predicted NegativePP: Predicted PositiveTN: True NegativeTP: True Positive
Derived Terms
Prevalence
P / (P + N)
Accuracy
(TP + TN) / (P + N)
Positive Predictive Value (PPV)
TP / PP
Negative Predictive Value (NPV)
TN / PN
False Discovery Rate (FDR)
FP / PP
False Omission Rate (FOR)
FN / PN
True Positive Rate (TPR)
Probability of detection, hit rate.
TP / P
False Positive Rate (FPR)
Probability of a false alarm
FP / N
False Negative Rate (FNR)
Miss rate
FN / P
True negative rate (TNR)
Specificity
TN / N