Original practice · fully worked
Original variant: recover a signal mean from calibration noise
A telescope reports R=S-E, where the nonnegative signal S and the centered calibration error E are independent. The error has standard deviation 3 units. The signal is gamma distributed with shape 4 and unknown scale θ. Across repeated readings, R has standard deviation 5 units. Calculate the mean of S.
- A
4 - B
5 - C
8 - D
16 - E
20
Answer and calculation
The sign on an independent component does not change its variance. Thus Var(S)=25-9=16; gamma shape 4 gives θ=2 and E[S]=4(2)=8, selecting choice C.
Setup
Setup
Translate the two reported standard deviations into variances and write the gamma moment formulas.
Var(R)=25 Var(E)=9 Var(S)=4θ2,E[S]=4θ Model
Model
Because S and E are independent, subtraction still contributes the error variance with a positive coefficient.
Var(S−E)=Var(S)+Var(E) 25=4θ2+9 Compute
Compute
Solve for the positive gamma scale, then multiply it by the shape to obtain the signal mean.
E[S]=4(2)=8 Answer
Answer
The mean signal is 8 units.
8(C)