Abstract:
Louis H. Y. Chen proved an inequality for the multivariate normal distribution
N(0,
In)in 1. In the present paper, we generlize this result, and characterize the multivariate normal distribution
N (
u,
∑) by the generalized inequality. Theorem: Suppose
X=(
X1, …,
Xn)' is a random vector with
EX=
u, Cov(
X)=∑=(σ
ij≥0, then for any first-order partial diffentiable real function
g on
Rn,\operatornameVarg(\boldsymbolX) \leqslant \sum_i=1^n \sum_j=1^n \sigma_i j E_x_i, g_z^\prime If and only if
X~
N (
u,
∑).