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Uncorrelated Random Variables
random variables are called uncorrelated if for each ,

If are uncorrelated, will be a diagonal matrix.
Multiple Jointly Gaussian Random variables
For any positive integer  represent jointly random variables. These random variables define a random vector . These random variables are called jointly Gaussian if the random variables have joint probability density function given by

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