Statistics > Combining Independent Random Variables
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If two random variables are independent, their joint probability is the product of the two marginal probabilities.
The mean of the sum of independent random variables is the sum of the means of the independent random variables.
The variance of the sum of independent random variables is the sum of the variances of the independent random variables.
