题目
设总体X的数学期望EX=μ,方差DX=σ2,X1,X2,X3,X4是来自总体X的简单随机样本,则下列μ的估计量中最有效的是()A. dfrac (1)(6)(X)_(1)+dfrac (1)(6)(X)_(2)+dfrac (1)(3)(X)_(3)+dfrac (1)(3)(X)_(3) B. dfrac (1)(6)(X)_(1)+dfrac (1)(6)(X)_(2)+dfrac (1)(3)(X)_(3)+dfrac (1)(3)(X)_(3) C. dfrac (1)(6)(X)_(1)+dfrac (1)(6)(X)_(2)+dfrac (1)(3)(X)_(3)+dfrac (1)(3)(X)_(3) D. dfrac (1)(6)(X)_(1)+dfrac (1)(6)(X)_(2)+dfrac (1)(3)(X)_(3)+dfrac (1)(3)(X)_(3)
设总体X的数学期望EX=μ,方差DX=σ2,X1,X2,X3,X4是来自总体X的简单随机样本,则下列μ的估计量中最有效的是()
A.
B.

C.

D.

题目解答
答案
D. $\dfrac {1}{4}{X}_{1}+\dfrac {1}{4}{X}_{2}+\dfrac {1}{4}{X}_{3}+\dfrac {1}{4}{X}_{4}$
解析
步骤 1:计算每个选项的期望值
对于选项A,期望值为:
$E(\dfrac {1}{6}{X}_{1}+\dfrac {1}{6}{X}_{2}+\dfrac {1}{3}{X}_{3}+\dfrac {1}{3}{X}_{3}) = \dfrac {1}{6}E(X_{1})+\dfrac {1}{6}E(X_{2})+\dfrac {1}{3}E(X_{3})+\dfrac {1}{3}E(X_{3}) = \dfrac {1}{6}\mu+\dfrac {1}{6}\mu+\dfrac {1}{3}\mu+\dfrac {1}{3}\mu = \mu$
对于选项B,期望值为:
$E(\dfrac {1}{3}{X}_{1}+\dfrac {1}{3}{X}_{2}+\dfrac {1}{3}{X}_{3}) = \dfrac {1}{3}E(X_{1})+\dfrac {1}{3}E(X_{2})+\dfrac {1}{3}E(X_{3}) = \dfrac {1}{3}\mu+\dfrac {1}{3}\mu+\dfrac {1}{3}\mu = \mu$
对于选项C,期望值为:
$E({N}_{1},\dfrac {4}{5}{X}_{3},-\dfrac {1}{5}{X}_{4}) = E({N}_{1})+\dfrac {4}{5}E(X_{3})-\dfrac {1}{5}E(X_{4}) = \mu$
对于选项D,期望值为:
$E(\dfrac {1}{4}{X}_{1}+\dfrac {1}{4}{X}_{2}+\dfrac {1}{4}{X}_{3}+\dfrac {1}{4}{X}_{4}) = \dfrac {1}{4}E(X_{1})+\dfrac {1}{4}E(X_{2})+\dfrac {1}{4}E(X_{3})+\dfrac {1}{4}E(X_{4}) = \dfrac {1}{4}\mu+\dfrac {1}{4}\mu+\dfrac {1}{4}\mu+\dfrac {1}{4}\mu = \mu$
步骤 2:计算每个选项的方差
对于选项A,方差为:
$D(\dfrac {1}{6}{X}_{1}+\dfrac {1}{6}{X}_{2}+\dfrac {1}{3}{X}_{3}+\dfrac {1}{3}{X}_{3}) = \dfrac {1}{36}D(X_{1})+\dfrac {1}{36}D(X_{2})+\dfrac {1}{9}D(X_{3})+\dfrac {1}{9}D(X_{3}) = \dfrac {1}{36}\sigma^{2}+\dfrac {1}{36}\sigma^{2}+\dfrac {1}{9}\sigma^{2}+\dfrac {1}{9}\sigma^{2} = \dfrac {1}{6}\sigma^{2}$
对于选项B,方差为:
$D(\dfrac {1}{3}{X}_{1}+\dfrac {1}{3}{X}_{2}+\dfrac {1}{3}{X}_{3}) = \dfrac {1}{9}D(X_{1})+\dfrac {1}{9}D(X_{2})+\dfrac {1}{9}D(X_{3}) = \dfrac {1}{9}\sigma^{2}+\dfrac {1}{9}\sigma^{2}+\dfrac {1}{9}\sigma^{2} = \dfrac {1}{3}\sigma^{2}$
对于选项C,方差为:
$D({N}_{1},\dfrac {4}{5}{X}_{3},-\dfrac {1}{5}{X}_{4}) = D({N}_{1})+\dfrac {16}{25}D(X_{3})+\dfrac {1}{25}D(X_{4}) = \sigma^{2}$
对于选项D,方差为:
$D(\dfrac {1}{4}{X}_{1}+\dfrac {1}{4}{X}_{2}+\dfrac {1}{4}{X}_{3}+\dfrac {1}{4}{X}_{4}) = \dfrac {1}{16}D(X_{1})+\dfrac {1}{16}D(X_{2})+\dfrac {1}{16}D(X_{3})+\dfrac {1}{16}D(X_{4}) = \dfrac {1}{16}\sigma^{2}+\dfrac {1}{16}\sigma^{2}+\dfrac {1}{16}\sigma^{2}+\dfrac {1}{16}\sigma^{2} = \dfrac {1}{4}\sigma^{2}$
步骤 3:比较方差
根据方差的大小,选项D的方差最小,因此选项D是最有效的估计量。
对于选项A,期望值为:
$E(\dfrac {1}{6}{X}_{1}+\dfrac {1}{6}{X}_{2}+\dfrac {1}{3}{X}_{3}+\dfrac {1}{3}{X}_{3}) = \dfrac {1}{6}E(X_{1})+\dfrac {1}{6}E(X_{2})+\dfrac {1}{3}E(X_{3})+\dfrac {1}{3}E(X_{3}) = \dfrac {1}{6}\mu+\dfrac {1}{6}\mu+\dfrac {1}{3}\mu+\dfrac {1}{3}\mu = \mu$
对于选项B,期望值为:
$E(\dfrac {1}{3}{X}_{1}+\dfrac {1}{3}{X}_{2}+\dfrac {1}{3}{X}_{3}) = \dfrac {1}{3}E(X_{1})+\dfrac {1}{3}E(X_{2})+\dfrac {1}{3}E(X_{3}) = \dfrac {1}{3}\mu+\dfrac {1}{3}\mu+\dfrac {1}{3}\mu = \mu$
对于选项C,期望值为:
$E({N}_{1},\dfrac {4}{5}{X}_{3},-\dfrac {1}{5}{X}_{4}) = E({N}_{1})+\dfrac {4}{5}E(X_{3})-\dfrac {1}{5}E(X_{4}) = \mu$
对于选项D,期望值为:
$E(\dfrac {1}{4}{X}_{1}+\dfrac {1}{4}{X}_{2}+\dfrac {1}{4}{X}_{3}+\dfrac {1}{4}{X}_{4}) = \dfrac {1}{4}E(X_{1})+\dfrac {1}{4}E(X_{2})+\dfrac {1}{4}E(X_{3})+\dfrac {1}{4}E(X_{4}) = \dfrac {1}{4}\mu+\dfrac {1}{4}\mu+\dfrac {1}{4}\mu+\dfrac {1}{4}\mu = \mu$
步骤 2:计算每个选项的方差
对于选项A,方差为:
$D(\dfrac {1}{6}{X}_{1}+\dfrac {1}{6}{X}_{2}+\dfrac {1}{3}{X}_{3}+\dfrac {1}{3}{X}_{3}) = \dfrac {1}{36}D(X_{1})+\dfrac {1}{36}D(X_{2})+\dfrac {1}{9}D(X_{3})+\dfrac {1}{9}D(X_{3}) = \dfrac {1}{36}\sigma^{2}+\dfrac {1}{36}\sigma^{2}+\dfrac {1}{9}\sigma^{2}+\dfrac {1}{9}\sigma^{2} = \dfrac {1}{6}\sigma^{2}$
对于选项B,方差为:
$D(\dfrac {1}{3}{X}_{1}+\dfrac {1}{3}{X}_{2}+\dfrac {1}{3}{X}_{3}) = \dfrac {1}{9}D(X_{1})+\dfrac {1}{9}D(X_{2})+\dfrac {1}{9}D(X_{3}) = \dfrac {1}{9}\sigma^{2}+\dfrac {1}{9}\sigma^{2}+\dfrac {1}{9}\sigma^{2} = \dfrac {1}{3}\sigma^{2}$
对于选项C,方差为:
$D({N}_{1},\dfrac {4}{5}{X}_{3},-\dfrac {1}{5}{X}_{4}) = D({N}_{1})+\dfrac {16}{25}D(X_{3})+\dfrac {1}{25}D(X_{4}) = \sigma^{2}$
对于选项D,方差为:
$D(\dfrac {1}{4}{X}_{1}+\dfrac {1}{4}{X}_{2}+\dfrac {1}{4}{X}_{3}+\dfrac {1}{4}{X}_{4}) = \dfrac {1}{16}D(X_{1})+\dfrac {1}{16}D(X_{2})+\dfrac {1}{16}D(X_{3})+\dfrac {1}{16}D(X_{4}) = \dfrac {1}{16}\sigma^{2}+\dfrac {1}{16}\sigma^{2}+\dfrac {1}{16}\sigma^{2}+\dfrac {1}{16}\sigma^{2} = \dfrac {1}{4}\sigma^{2}$
步骤 3:比较方差
根据方差的大小,选项D的方差最小,因此选项D是最有效的估计量。