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| '''Hotelling's T-squared distribution''' is a multivariate generalization of the [[Statistics/StudentsTDistribution|t distribution]]. | '''Hotelling's T-squared distribution''' is a multivariate generalization of the [[Analysis/StudentsTDistribution|t distribution]]. |
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| Much like how the [[Statistics/StudentsTDistribution|t distribution]] is used for [[Statistics/StudentsTTest|t tests]], this distribution is used for [[Statistics/HotellingsTSquaredTest|multivariate t tests]]. | Much like how the [[Analysis/StudentsTDistribution|t distribution]] is used for [[Statistics/StudentsTTest|t tests]], this distribution is used for [[Statistics/HotellingsTSquaredTest|multivariate t tests]]. |
Hotelling's T-squared Distribution
Hotelling's T-squared distribution is a multivariate generalization of the t distribution.
Description
The T-squared distribution is used for the generalization of t tests for multiple jointly normally distributed variables. It is in fact a scaled version of the F distribution.
Consider the univariate case: there are
two samples of size n1 and n2
a pooled variance as s2.
These sample means are characterized by the t distribution with n1 + n2 - 2 degrees of freedom.
The T-squared distribution generalizes this to p variables. The distribution is notated as T2(p, n1+n2-2).
Usage
Probability Tests
Much like how the t distribution is used for t tests, this distribution is used for multivariate t tests.
