Original practice · fully worked
Original variant: adaptive severity labels
A diagnostic platform routes a record to an adaptive classifier with probability r and to a legacy classifier otherwise. The adaptive classifier assigns severity labels 1 through 5 with probabilities 0.10, 0.10, 0.20, 0.20, and 0.40. The legacy classifier assigns the five labels uniformly. Historical output has P(S at most 3)=0.47. Calculate P(S=5).
- A
0.200 - B
0.260 - C
0.300 - D
0.330 - E
0.650
Answer and calculation
The adaptive and legacy cumulative probabilities through label three are 0.40 and 0.60. Their mixture equals 0.47 only when r=0.65, and the resulting probability of label five is 0.33, selecting choice D.
Setup
Setup
Compute the conditional cumulative probabilities through label three for the two classifiers.
Pr(S≤3∣adaptive)=0.10+0.10+0.20=0.40 Pr(S≤3∣legacy)=3(0.20)=0.60 Model
Model
Use the observed cumulative probability to identify the routing proportion.
0.47=0.40r+0.60(1−r) Compute
Compute
Solve the mixture equation and then combine the two label-five probabilities.
r=0.200.60−0.47=0.65 Pr(S=5)=0.65(0.40)+0.35(0.20)=0.33 Answer
Answer
The platform assigns severity label five with probability 0.330.
Pr(S=5)=0.330(D)