Abstract
The Student $t$ distribution has the property that the distribution evaluated from $-u$ to $+u$ is an increasing function of $\nu$, the degrees of freedom (this also applies to the distribution evaluated from $- \infty$ to $+ u$). (An elementary proof of this property, due to M. Ray Mickey, is based on consideration of the ratio between the Student density functions for two consecutive values of the degrees of freedom, and makes use of the inequality [5], $(1/4\nu) - (1/360\nu^3) \leqq \log a_\nu \leqq - (1/4\nu) + (2/45\nu^3)$, where $a_\nu$ is the constant in the Student $t$ density with $\nu$ degrees of freedom.) It is pointed out in this note that this monotonicity does not generalize to $k$ dimensions in a usual multivariate $t$ distribution; for $k$ sufficiently large, the direction of the monotonicity becomes reversed.
Citation
Olive Jean Dunn. "A Property of the Multivariate $t$ Distribution." Ann. Math. Statist. 36 (2) 712 - 714, April, 1965. https://doi.org/10.1214/aoms/1177700183
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