Original practice · fully worked
Original variant: posterior membership from a likelihood ratio
Thirty percent of devices use controller C. A warning is three times as likely on devices using C as on other devices. Given that a warning appears, find the probability that the device uses controller C.
- A
0.3000 - B
0.5000 - C
0.5625 - D
0.7000 - E
0.9000
Answer and calculation
Warning weights are proportional to 3(0.30) and 1(0.70). The controller-C share is 0.90/1.60=0.5625, choice C.
Setup
Setup
Let q be the warning probability for devices not using controller C; devices using C have warning probability 3q.
Pr(W∣C)=3q,Pr(W∣Cc)=q Model
Model
Multiply the two warning likelihoods by the controller priors and normalize the controller-C weight.
Pr(C∣W)=3q(0.30)+q(0.70)3q(0.30) Compute
Compute
After q cancels, the controller-C and other-controller weights are 0.90 and 0.70, so the posterior is 0.90/1.60=0.5625.
Pr(C∣W)=0.90/1.60=0.5625 Answer
Answer
Given a warning, the probability that the device uses controller C is 0.5625, which is choice C.
0.5625(C)