The moment generating function (MGF) is a mathematical tool used to encapsulate all the moments of a probability distribution in a single function. By taking the expected value of the exponential function raised to the power of a random variable, the MGF provides a powerful way to analyze the distribution's characteristics, such as mean and variance, and allows for the derivation of properties related to sums of independent random variables.
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