Original practice · fully worked
Original variant: infer whether paired outputs are linked
A test unit operates in linked mode with probability 0.30 and independent mode with probability 0.70. It emits two binary outputs. In linked mode the outputs are always identical, with 0 and 1 equally likely. In independent mode the outputs are independent fair bits. The two observed outputs match. Calculate the conditional probability that the unit was in linked mode.
- A
0.3000 - B
0.3500 - C
0.4615 - D
0.5000 - E
0.5385
Answer and calculation
A match is certain in linked mode and has probability 1/2 in independent mode. The prior-weighted match probabilities are 0.30 and 0.35, so the linked-mode posterior is 0.30/0.65=6/13, approximately 0.4615 and choice C.
Setup
Setup
Let M denote the event that the two outputs match.
Pr(M∣L)=1 Model
Model
In independent mode, the matching patterns 00 and 11 are two of four equally likely patterns.
Pr(M∣I)=42=21 Pr(L∩M)=0.30,Pr(I∩M)=0.70(21)=0.35 Compute
Compute
Normalize the linked-mode contribution over all matching outputs.
Pr(L∣M)=0.30+0.350.30=136=0.46153846… Answer
Answer
The conditional linked-mode probability rounds to 0.4615.
0.4615(C)