A famous statistician has developed 7 different estimators to compute an estimate of an unknown population parameter (mean, variance, or whatever). Unfortunately, she has discovered that some of them are biased estimators based on Monte Carlo simulations of each estimator. The Monte Carlo results are summarized in the table below. Estimator Bias Variance A 1.67 1.36 B 1.75 1.21 C 1.33 1.98 D 1.42 1.51 E 1.47 1.29 F 1.52 1.22 G 1.48 1.32 a) Among the 7 estimators, which would you recommend to the famous statistician? Why? b) The Monte Carlo simulation for estimator D was computed incorrectly. When re-computed, the results are bias = 1.29, variance = 1.52. Does this change your decision in part a? Why or why not?

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A famous statistician has developed 7 different estimators to compute an estimate of an unknown population
parameter (mean, variance, or whatever). Unfortunately, she has discovered that some of them are biased estimators
based on Monte Carlo simulations of each estimator. The Monte Carlo results are summarized in the table below.
Estimator Bias Variance
A
1.67 1.36
В
1.75 1.21
1.33 1.98
D
1.42 1.51
1.47 1.29
F
1.52 1.22
G
1.48 1.32
a) Among the 7 estimators, which would you recommend to the famous statistician? Why?
b) The Monte Carlo simulation for estimator D was computed incorrectly. When re-computed, the results are bias =
%3D
1.29, variance = 1.52. Does this change your decision in part a? Why or why not?
%3D
Transcribed Image Text:A famous statistician has developed 7 different estimators to compute an estimate of an unknown population parameter (mean, variance, or whatever). Unfortunately, she has discovered that some of them are biased estimators based on Monte Carlo simulations of each estimator. The Monte Carlo results are summarized in the table below. Estimator Bias Variance A 1.67 1.36 В 1.75 1.21 1.33 1.98 D 1.42 1.51 1.47 1.29 F 1.52 1.22 G 1.48 1.32 a) Among the 7 estimators, which would you recommend to the famous statistician? Why? b) The Monte Carlo simulation for estimator D was computed incorrectly. When re-computed, the results are bias = %3D 1.29, variance = 1.52. Does this change your decision in part a? Why or why not? %3D
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