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Mean Vectors and Covariance Matrices

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Multivariate Normal Properties<br />

• The multivariate normal distribution has some useful properties<br />

that show up in statistical methods<br />

• If X is distributed multivariate normally:<br />

1. Linear combinations of X are normally distributed<br />

2. All subsets of X are multivariate normally distributed<br />

3. A zero covariance between a pair of variables of X implies that the<br />

variables are independent<br />

4. Conditional distributions of X are multivariate normal<br />

PSYC 943: Lecture 11 42

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