Original practice · fully worked
Original variant: routing sources in a merged alert stream
Two independent monitoring channels generate alerts according to Poisson processes with hourly means 1.2 and 1.8. During an hour, the merged log contains exactly four alerts. Calculate the conditional probability that at least two of those alerts came from the first channel.
- A
0.1792 - B
0.3456 - C
0.4752 - D
0.5248 - E
0.8704
Answer and calculation
Conditional on a merged total of four, the first-channel count is binomial with success probability 1.2/3.0=0.4. Its probability of at least two is 0.5248, so choice D is correct.
Setup
Setup
Let K be the number of first-channel alerts among the four merged alerts. Poisson splitting determines the conditional source probability.
r=1.2+1.81.2=0.4 Model
Model
Given the merged total, each alert is assigned to the first channel with probability r, so K has a binomial distribution.
K∣(N1+N2=4)∼Binomial(4,0.4) Compute
Compute
Use the complement of zero or one first-channel alert.
Pr(K≥2)=1−(04)(0.6)4−(14)(0.4)(0.6)3 Pr(K≥2)=1−0.1296−0.3456=0.5248 Answer
Answer
The conditional probability of at least two first-channel alerts is 0.5248.
0.5248(D)