Original practice · fully worked
Original variant: greenhouse alert diagnosis
A greenhouse controller monitors four independent alert channels: moisture, frost, pests, and backup power. Their probabilities of triggering during a shift are 0.20, 0.10, 0.05, and 0.02, respectively. The shift log shows that exactly one channel triggered. Calculate the conditional probability that it was the moisture channel.
- A
0.1676 - B
0.2000 - C
0.2910 - D
0.5405 - E
0.5758
Answer and calculation
The moisture-only probability is 0.16758, and the four mutually exclusive one-alert probabilities total 0.29102. Their ratio is 0.575837, so the correct choice is E.
Setup
Setup
Denote the four trigger probabilities by 0.20, 0.10, 0.05, and 0.02 in the order listed.
(pM,pF,pP,pB)=(0.20,0.10,0.05,0.02) Model
Model
For a named channel to be the sole trigger, that channel must trigger while all other independent channels remain quiet.
wi=pij=i∏(1−pj) Compute
Compute
Evaluate each one-trigger cell and normalize the moisture cell by their sum.
(wM,wF,wP,wB)=(0.16758,0.07448,0.03528,0.01368) Pr(exactly one trigger)=0.29102 Pr(M∣exactly one trigger)=0.291020.16758=0.5758367123… Answer
Answer
Given a single alert, the moisture channel accounts for about 57.58% of cases.
0.5758(E)