Original practice · fully worked
Original variant: calibration mode from an interval reading
A controller selects broad calibration mode with probability 0.40 and focused calibration mode with probability 0.60. In broad mode, a reading X is uniform from 0 to 5; in focused mode, X is uniform from 2 to 4. A report shows that X lies between 2.5 and 3.5. Calculate the conditional probability that broad mode was selected.
- A
0.080 - B
0.200 - C
0.211 - D
0.300 - E
0.500
Answer and calculation
The reported unit-length interval has likelihood 1/5 in broad mode and 1/2 in focused mode. The prior-weighted contributions are therefore 0.08 and 0.30, so the posterior broad-mode probability is 0.08/0.38=4/19, approximately 0.211 and choice C.
Setup
Setup
Let I denote the reported interval and calculate its likelihood under each uniform mode.
Pr(I∣B)=5−03.5−2.5=0.20 Pr(I∣F)=4−23.5−2.5=0.50 Model
Model
Weight the interval likelihoods by the two mode priors.
Pr(B∩I)=0.40(0.20)=0.08 Pr(F∩I)=0.60(0.50)=0.30 Compute
Compute
Normalize the broad-mode contribution by the total probability of the reported interval.
Pr(B∣I)=0.08+0.300.08=194=0.2105263… Answer
Answer
Given the interval reading, the probability of broad mode is approximately 0.211.
0.211(C)