A certain type of electronic component has a lifetime Y (in hours) with probability density function given by y > 0, f(y|0) = 02 ) ye-yl0 otherwise. That is, Y has a gamma distribution with parameters a = 2 and 0. Let ê denote the MLE of 0. Suppose that three such components, tested independently, had lifetimes of 120, 130, and 128 hours. a Find the MLE of 0. b Find E(Ô) and V (@). c Suppose that 0 actually equals 130. Give an approximate bound that you might expect for the error of estimation. d What is the MLE for the variance of Y?

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A certain type of electronic component has a lifetime Y (in hours) with probability density
function given by
02 ) ye-yla
y > 0,
f(y|0) =
otherwise.
That is, Y has a gamma distribution with parameters a = 2 and 0. Let ô denote the MLE of
0. Suppose that three such components, tested independently, had lifetimes of 120, 130, and
128 hours.
a Find the MLE of 0.
b Find E(Ô) and V (Ô).
c Suppose that 0 actually equals 130. Give an approximate bound that you might expect for
the error of estimation.
d What is the MLE for the variance of Y?
Transcribed Image Text:A certain type of electronic component has a lifetime Y (in hours) with probability density function given by 02 ) ye-yla y > 0, f(y|0) = otherwise. That is, Y has a gamma distribution with parameters a = 2 and 0. Let ô denote the MLE of 0. Suppose that three such components, tested independently, had lifetimes of 120, 130, and 128 hours. a Find the MLE of 0. b Find E(Ô) and V (Ô). c Suppose that 0 actually equals 130. Give an approximate bound that you might expect for the error of estimation. d What is the MLE for the variance of Y?
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