Original practice · fully worked
Original variant: conditional covariance from an inferred split
Counts A and B from two independent event streams are Poisson with unknown positive means. Given that six events occurred in total, the conditional probability that all six came from stream A is 1/64. Calculate Cov(A,B) under this condition.
- A
-3.000 - B
-1.500 - C
0 - D
1.500 - E
6.000
Answer and calculation
Conditioning on the total makes A binomial with six trials and an unknown split probability p. The all-A probability gives p=1/2, and because B=6-A, the conditional covariance is -Var(A)=-1.5, choice B.
Setup
Setup
Let p be stream A's share of the combined Poisson rate. Conditional splitting makes A binomial.
A∣(A+B=6)∼Binomial(6,p) Model
Model
Use the probability that every conditioned event is allocated to stream A to recover p.
Pr(A=6∣A+B=6)=p6=641 Compute
Compute
Under the fixed total, B is a decreasing affine function of A.
Cov(A,B∣A+B=6)=Cov(A,6−A) =−Var(A)=−6(21)(21)=−1.5 Answer
Answer
The conditional covariance is -1.500.
−1.500(B)