Econometrics HT 18

Chapter 8 : Moments of a random variable

By Lund University

Expected value and variance

Moments of a random variable

Once we know what a random variable is, we will look at important properties of a random variable. Most important are its expected value and its variance. We will look the definitions as well as the intuition behind these properties. Next, we can create a new random variable from an old one. If the new one is a linear function of the old one, then figuring out its expected value and variance is particularly simple. We end this section with the normal random variables which may have any expected value and any positive variance.

Expected value of a discrete random variable

Expected value of a continuous random variable

The variance of a random variable

The expected value and variance of a linear function of a random variable

The normal distribution

Problem: Expected value of a discrete random variable

Problem: Expected value of a continuous random variable

Problem: Expected value and variance of a continuous random variable

Problem: Alternative definitions of Var(X)

Problem: Normalizing a random variable

Problem: Normalizing a random variable, general case