From: Using a logical model to predict the growth of yeast
Metric
Formula
tpr (true positive rate)
t p r = T P P O S MathType@MTEF@5@5@+=feaafiart1ev1aaatCvAUfKttLearuWrP9MDH5MBPbIqV92AaeXatLxBI9gBaebbnrfifHhDYfgasaacPC6xNi=xH8viVGI8Gi=hEeeu0xXdbba9frFj0xb9qqpG0dXdb9aspeI8k8fiI+fsY=rqGqVepae9pg0db9vqaiVgFr0xfr=xfr=xc9adbaqaaeGacaGaaiaabeqaaeqabiWaaaGcbaqaaiabdsha0jabdchaWjabdkhaYjabd2da9KqbaoaalaaabaGaemivaqLaemiuaafabaGaemiuaaLaem4ta8Kaem4uamfaaaaaaa@3795@
fpr (false positive rate)
f p r = F P N E G MathType@MTEF@5@5@+=feaafiart1ev1aaatCvAUfKttLearuWrP9MDH5MBPbIqV92AaeXatLxBI9gBaebbnrfifHhDYfgasaacPC6xNi=xH8viVGI8Gi=hEeeu0xXdbba9frFj0xb9qqpG0dXdb9aspeI8k8fiI+fsY=rqGqVepae9pg0db9vqaiVgFr0xfr=xfr=xc9adbaqaaeGacaGaaiaabeqaaeqabiWaaaGcbaqaaiabdAgaMjabdchaWjabdkhaYjabd2da9KqbaoaalaaabaGaemOrayKaemiuaafabaGaemOta4KaemyrauKaem4raCeaaaaaaa@372D@
rfp (relative frequency of positives)
r f p = P O S ( P O S + N E G ) MathType@MTEF@5@5@+=feaafiart1ev1aaatCvAUfKttLearuWrP9MDH5MBPbIqV92AaeXatLxBI9gBaebbnrfifHhDYfgasaacPC6xNi=xH8viVGI8Gi=hEeeu0xXdbba9frFj0xb9qqpG0dXdb9aspeI8k8fiI+fsY=rqGqVepae9pg0db9vqaiVgFr0xfr=xfr=xc9adbaqaaeGacaGaaiaabeqaaeqabiWaaaGcbaqaaiabdkhaYjabdAgaMjabdchaWjabd2da9KqbaoaalaaabaGaemiuaaLaem4ta8Kaem4uamfabaWaaeWaaeaacqWGqbaucqWGpbWtcqWGtbWucqWGRaWkcqWGobGtcqWGfbqrcqWGhbWraiaawIcacaGLPaaaaaaaaaa@3E55@
C (class ratio or skew ratio)
c = N E G P O S MathType@MTEF@5@5@+=feaafiart1ev1aaatCvAUfKttLearuWrP9MDH5MBPbIqV92AaeXatLxBI9gBaebbnrfifHhDYfgasaacPC6xNi=xH8viVGI8Gi=hEeeu0xXdbba9frFj0xb9qqpG0dXdb9aspeI8k8fiI+fsY=rqGqVepae9pg0db9vqaiVgFr0xfr=xfr=xc9adbaqaaeGacaGaaiaabeqaaeqabiWaaaGcbaqaaiabdogaJjabd2da9KqbaoaalaaabaGaemOta4KaemyrauKaem4raCeabaGaemiuaaLaem4ta8Kaem4uamfaaaaaaa@3592@
sk_acc (accuracy)
s k _ a c c = t p r + c ( 1 − f p r ) 1 + c MathType@MTEF@5@5@+=feaafiart1ev1aaatCvAUfKttLearuWrP9MDH5MBPbIqV92AaeXatLxBI9gBaebbnrfifHhDYfgasaacPC6xNi=xH8viVGI8Gi=hEeeu0xXdbba9frFj0xb9qqpG0dXdb9aspeI8k8fiI+fsY=rqGqVepae9pg0db9vqaiVgFr0xfr=xfr=xc9adbaqaaeGacaGaaiaabeqaaeqabiWaaaGcbaqaaiabdohaZjabdUgaRjabd+faFjabdggaHjabdogaJjabdogaJjabd2da9iabdsha0jabdchaWjabdkhaYjabdUcaRiabdogaJLqbaoaalaaabaWaaeWaaeaacqqGXaqmcqGHsislcqWGMbGzcqWGWbaCcqWGYbGCaiaawIcacaGLPaaaaeaacqqGXaqmaaGccqWGRaWkcqWGJbWyaaaa@4693@
sk_prec (precision)
s k _ p r e c = t p r t p r + c â‹… f p r MathType@MTEF@5@5@+=feaafiart1ev1aaatCvAUfKttLearuWrP9MDH5MBPbIqV92AaeXatLxBI9gBaebbnrfifHhDYfgasaacPC6xNi=xH8viVGI8Gi=hEeeu0xXdbba9frFj0xb9qqpG0dXdb9aspeI8k8fiI+fsY=rqGqVepae9pg0db9vqaiVgFr0xfr=xfr=xc9adbaqaaeGacaGaaiaabeqaaeqabiWaaaGcbaqaaiabdohaZjabdUgaRjabd+faFjabdchaWjabdkhaYjabdwgaLjabdogaJjabd2da9KqbaoaalaaabaGaemiDaqNaemiCaaNaemOCaihabaGaemiDaqNaemiCaaNaemOCaiNaem4kaSIaem4yamMaeyyXICTaemOzayMaemiCaaNaemOCaihaaaaaaa@4833@