In a shipment of 20,000 toys (called robot chickens) 600 of the toys are defective. Suppose that 20 toys are selected at random (without replacement) for inspection, and let X denote the number of defective toys found.
a) The distribution of the random variable X is (choose one)
i) Binomial
ii) hypergeometric
iii) Poisson
iv) Normal
v) Exponential
vi) Uniform
b) Find P(X≤6).
c) Which distribution from those listed in part (a) can be used as an approximation to the distribution of X if we assume they are selected with replacement? With this approximation find P(X≤6).
d) If we make the assumption that they are selected with replacement as in part (c), since 600/20,000=0.03 is small (hint - rare) and since we have select enough components (hint – large n) the distribution in (c) can be approximated by which distribution listed in (a) ? With this approximation find P(X≤6)
a) ii) hypergeometric (since sampling is done without replacenent)
b)
from excel: P(X<=6) =HYPGEOM.DIST(6,600,20,20000,TRUE) =0.9999988
c)
here this can be approximated with binomial with parameter n=20 and p=600/20000=0.03 |
P(X<=6)= | ∑x=0a (nCx)px(1−p)(n-x) = | 0.9999988 |
if using ti-84 use command :binomcdf(20,0.03,6) |
if using excel use command :binomdist(6,20,0.03,true) |
d)
Poisson distribution with parameter λ =np=20*0.03 =0.6
P(X<=6)= | ∑x=0x {e-λ*λx/x!}= | 0.9999967 |
if using ti-84 use commannd :poisson(0.6,6) |
if using excel use commannd :poisson(6,0.6,true) |
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