The following table clarifies the notation that we are going to use throughout the course:
POPULATION SAMPLE

Multivariate Random Vector

Multivariate Data Matrix

Population Mean Vector

Sample Mean Vector

Population Variance Vector

Sample Variance Vector

Population Covariance Matrix

Sample Covariance Matrix

Population Correlation Matrix

 

Sample Correlation Matrix