When f is acontinuous pdf with median M, forsimplerandomsamplingthesamplemedian M has approximatelya N(M, 1~4[f(M)]2n) sampling distribution. (a)
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When f is acontinuous pdf with median M, forsimplerandomsamplingthesamplemedian
ÃM has approximatelya N(M, 1~4[f(M)]2n) sampling distribution.
(a) Considersamplingfromanormalpopulation,forwhich μ = M. Usingformula(2.8),show that ˆM has asymptoticstandarderror
»
π~2(σ~
º
n) (for π = 3.14...).
(b) Showthattheratio of variancesof Y and ÃM is 2~π, so Y is amuch more efficientestimator, since Y achievesthesame standard erroras ÃM with only 100(2~π) = 63.7% as muchdata.
(c) Findtheratioofvariancesof Y and ÃM for simplerandomsamplesfrom a uniform distribution (2.4)over[0, θ], andinterpret.
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Related Book For
Foundations Of Statistics For Data Scientists With R And Python
ISBN: 9780367748456
1st Edition
Authors: Alan Agresti
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