A random sample will be drawn from a normal distribution, for the purpose of estimating the population meanµ. Since µ is the median as well as the mean, it seems that both the sample median m and the sample mean
are reasonable estimators. This exercise is designed to determine which of these estimators has the smaller uncertainty.
a. Generate a large number (at least 1000) samples of size 5 from a N(0, 1) distribution.
b. Compute the sample medians for the 1000 samples.
c. Compute the mean m and the standard deviation of
d. Compute the sample means for the 1000 samples.
e. Compute the mean and standard deviation
f. The true value of µ is 0. Estimate the bias and uncertainty in m.
g. Estimate the bias and uncertainty . Is your bias estimate close to 0? Explain why it should be. Is your uncertainty estimate close to
? Explain why it should be.
(a,b) Answers will vary.
(c) = (simulation results will be approximate),
.
(d) Answers will vary.
(f) Bias is exactly 0 in both cases (simulation results will be approximate). exactly (simulation results will be approximate).
(g) Bias estimate should be close to 0 because so the true bias is 0. The uncertainty should be close to
because .
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