Original practice · fully worked
Original variant: identify a high-drift instrument line
A laboratory receives 60% of its instruments from line A and 40% from line B. Conditional on line A, absolute calibration drift is uniform from 0 to 10 units. Conditional on line B, it is uniform from 0 to 20 units. An instrument is observed to have drift greater than 8 units. Calculate the probability that it came from line B.
- A
0.200 - B
0.400 - C
0.600 - D
0.667 - E
0.750
Answer and calculation
The upper-tail likelihoods are 0.20 for line A and 0.60 for line B. Their prior-weighted contributions are 0.12 and 0.24, so the line-B posterior is 0.24/0.36=2/3, choice D.
Setup
Setup
Let H denote the observed high-drift event. Compute its probability under each uniform source.
Pr(H∣A)=1010−8=0.20 Pr(H∣B)=2020−8=0.60 Model
Model
Combine each likelihood with its source proportion.
Pr(A∩H)=0.60(0.20)=0.12 Pr(B∩H)=0.40(0.60)=0.24 Compute
Compute
Normalize the line-B contribution over all instruments satisfying the observation.
Pr(B∣H)=0.12+0.240.24=32=0.666666… Answer
Answer
The observed instrument came from line B with probability two-thirds.
0.667(D)