Consider n independentobservationsofarandomvariable Y that hasskewnesscoefficient S = E(Y )3~3. (a) Showhow E(Y )3 relates to
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Consider n independentobservationsofarandomvariable Y that hasskewnesscoefficient S = E(Y − μ)3~σ3.
(a) Showhow E(Y −μ)3 relates to E(Y −μ)3. Based on this,showthattheskewnesscoefficient for thesamplingdistributionof Y satisfies skewness(Y ) = S~
º
n. Explainhowthis result relates totheCentralLimitTheorem.
(b) Supposethatwecanselectavalue M suchthatweregardaunimodaldistributionhaving S < M as being“close”tobell-shaped.Withsimplerandomsampling,showthatthe sampling distributionof Y is thenapproximatelynormal if n > (S~M)2.
(c) PlotsofcommonunimodaldistributionssuchasthePoissonandgammawithvarious valuesof S suggest that S ≤ M ≈
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Foundations Of Statistics For Data Scientists With R And Python
ISBN: 9780367748456
1st Edition
Authors: Alan Agresti
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