Positive (P(s) < 50%)
|
TP
|
FP
|
Ed = TP+FP
|
|
a
|
b
|
Ed = a+b
|
|
EOd
|
Us
|
Ed = Us+ EOd
|
Negative (P(s) > 50%)
|
FN
|
TN
|
Es = FN+TN
|
|
c = c1+c2
|
d
|
Es = c+d
|
|
c1 = Pd;
|
EOs
|
Es = Ud+EOs
|
|
c2 = nonPd
| | |
|
Ud
| | |
Observed:
|
Od = TP+FN
|
Os = FP+TN
|
N = Ed+Es
|
|
Od = a+c
|
Os = b+d
|
N = a+b+c+d
|
|
Od = EOd+Ud
|
Os = Us+EOs
|
N = Od+Os
|
Misclassification rate = (FP + FN)/N = (b + c)/N = (Us + Ud)/N
|
Adjusted misclassification rate
|
= (FP+FN-Pd)/N
|
| |
= (b +c -Pd)/N
|
| |
= Us + Ud - Pd/N
|
W statistic
|
= (FP+TN) - (FN+TN)/N = (FP - FN)/N
|
| |
= (b+d) - (c+d)/N = (b-c)/N
|
| |
= (Os - Es)/N
|
| |
= (Us+EOs) - (Ud + EOs)/N = (Us - Ud)/N
|
Adjusted W statistic
|
= [FP-(FN-nonPd)/N = (FP- Pd)/N
|
| |
= [b - (c - nonPd)]/N = (b - Pd)/N
|
| |
(c = c1+ c2; Pd = c - nonPd)
|
| |
= (Us - Pd)/N
|
| |
= [Os- (Es- nonPd)]/N
|