Question
Let two independent samples of size and
from trivariate normal populations have following mean vectors and variance-covariance matrices:
and
and
, respectively.
---$
$
samples are significantly different from each other at 5% level of significance or not.$
Answer :
Word Count : 421
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Skip in 10
We are asked to test whether the mean vectors of two independent multivariate normal samples are significantly different using Hotelling’s (T^2) test. Let's solve it numerically step by step. --- Given: * Sample sizes: (N_1 = 10), (N_2 = 12) * Mean vectors: (\bar{\mathbf{x}}_1 = \begin{pmatrix}2\3\4\end{pmatrix}, \quad \bar{\mathbf{x}}_2 = \begin{pmatrix}5\6\7\end{pmatrix}) * Pooled covariance inverse: [ \mathbf{S}_p^{-1} = \begin{pmatrix} 1.138 & -0.152 & -0.181 \ -0.152 & 0.837 & -0.125 \ -0.181 & -0.125 & 0.740 \end{pmatrix} ] * Significance: (\alpha = 0.05), (F_{3,18}(0.05) = 3.16) --- Step 1: Compute the difference between mean vectors [ \mathbf{d} = \bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2 = \begin{pmatrix} 2\3\4 \end{pmatrix} -
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