Solveeit Logo

Question

Statistics Question on Sampling Distributions

Let 𝑋1,𝑋2, … , 𝑋𝑛 be a random sample from a population having the probability density function
f(x;μ)={12e(x2μ2),if 0>2μ, 0,Otherwisef(x;μ) =\begin{cases} \frac{1}{2}e-(\frac{x-2μ}{2}), & \quad \text{if }0>2μ,\\\ 0, & \quad Otherwise \end{cases}
where −∞ < 𝜇 < ∞. For estimating 𝜇, consider estimators
T1=X22T_1=\frac{\overline{X}-2}{2} and T2=nX(1)22nT_2=\frac{nX_{(1)}-2}{2n}
where 𝑋̅ =1𝑛i=1nxi\frac{1 }{𝑛} ∑^n_{i=1} x_i and Xi and X(i)=min{𝑋1, 𝑋2, … , 𝑋𝑛}. Then, which one of the following statements is TRUE?

A

𝑇1 is consistent but 𝑇2 is NOT consistent

B

𝑇2 is consistent but 𝑇1 is NOT consistent

C

Both 𝑇1 and 𝑇2 are consistent

D

Neither 𝑇1 nor 𝑇2 is consistent

Answer

Both 𝑇1 and 𝑇2 are consistent

Explanation

Solution

The correct option is (C): Both 𝑇1 and 𝑇2 are consistent