Original practice · fully worked
Original variant: calibrate a transformed sensor reading
A sensor reading X is uniformly distributed on an unknown interval. Its mean is 30, and its 90th percentile is 42. A processed reading is defined by Y=2X-5. Calculate the variance of Y.
- A
60 - B
75 - C
150 - D
300 - E
900
Answer and calculation
The 90th percentile is 0.4 interval widths above the midpoint, so the width is 30. Thus Var(X)=30²⁄¹²=75, and the scale factor 2 multiplies variance by 4, giving 300 and choice D.
Setup
Setup
Write the unknown support as an interval with midpoint 30 and width w.
X∼Uniform(30−2w,30+2w) Model
Model
A 90th percentile lies 90% of the width above the lower endpoint, hence 40% of the width above the midpoint.
42=30−2w+0.90w=30+0.40w Compute
Compute
Recover the width, compute the uniform variance, and apply the squared scale factor in the affine transformation.
w=0.4012=30 Var(X)=12302=75 Var(Y)=Var(2X−5)=22(75)=300 Answer
Answer
The processed reading has variance 300.
300(D)