Math Statistics Questions Help
Qu: Let ,
, ,,,,,
denote a random sample from a normal distribution with mean zero and variance Ѳ, 0< Ѳ<oo.
is an unbiased estimator of Ѳ. Show that
has variance
Qu: Let and
be two independent unbiased estimators of Ѳ. Assume that the variance of
is twice the variance of
. Find the constants k1 and k2 so that k1
+k2
is an unbiased estimator with smallest possible variance for such a linear combination.
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Qu: Let ,
, ,,,,,
denote a random sample from a Poisson distribution with parameter Ѳ, 0< Ѳ<oo. Let Y=
and let L[Ѳ,
(y)]=[ Ѳ -
(y)]^2 . If we restrict our consideration to decision functions of the form
(y)=b+y/n, where b does not depend on y , show that R(Ѳ
)=(b^2)+ Ѳ/n. What decision function of this form yields a uniformly smaller risk than every other decision function of this form ? With this solution, say
and 0< Ѳ<oo, determine
Ѳ,
) IF it exists.
Qu: Let be the order statistic of a random sample of size 5 from the uniform distribution having pdf f(x; Ѳ) = 1/ Ѳ , 0<x< Ѳ, 0< Ѳ<oo, zero elsewhere. Show that 2
is an unbiased estimator of Ѳ. Determine the joint pdf of
and the sufficient statistic
for Ѳ. Find the conditional expectation E[2
|
] =
(
). Compare the variance of 2
and
.
Qu: If ,
is a random sample of size 2 from a distribution having pdf f(x; Ѳ) =(1/ Ѳ)
, 0<x<oo, 0< Ѳ<oo, zero elsewhere, find the joint pdf of the sufficient statistic
+
for Ѳ and
=
. Show that
is an unbiased estimator of Ѳ with variance Ѳ^2. Find E[
|
] =
(
) and the variance of
(
).
Qu: If a+ bz + c = 0 for more than two values of z, then a=b=c=0 . Use this result to show that the family b(2, Ѳ) : 0< Ѳ<1 is complete.
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