The betadistribution is aprobabilitydistributionover(0,1)thatisoftenusedinapplications for whichtherandomvariableisaproportion.Thebeta pdf is for parameters and , where () denotes thegammafunction.
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The betadistribution is aprobabilitydistributionover(0,1)thatisoftenusedinapplications for whichtherandomvariableisaproportion.Thebeta pdf is
for parameters α and β, where Γ(⋅) denotes thegammafunction.
(a) Showthattheuniformdistributionisthespecialcase α = β = 1.
(b) Showthat μ = E(Y ) = α~(α + β).
(c) Find E(Y 2). Showthatvar(Y ) = αβ~(α + β)2(α + β + 1) = μ(1 − μ)~(α + β + 1). Forfixed α + β, notethatvar(Y ) decreases as μ approaches0or1.
(d) Usingafunctionsuchas dbeta in R, plotthebeta pdf for (i) α = β = 0.5, 1.0,10,100,(ii)
some valuesof α > β and somevaluesof α
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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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