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Probability & statistics

Expectation Value

In probability and statistics, the expectation or expected value, is the weighted average value of a random variable.

In probability and statistics, the expectation or expected value, is the weighted average value of a random variable.

Expectation of continuous random variable

diagram

E(X) is the expectation value of the continuous random variable X
x is the value of the continuous random variable X
P(x) is the probability density function

Expectation of discrete random variable

diagram

E(X) is the expectation value of the continuous random variable X
x is the value of the continuous random variable X
P(x) is the probability mass function of X

Properties of expectation

							Linearity
							

When a is constant and X,Y are random variables:

E(aX) = aE(X)
E(X+Y) = E(X) + E(Y)
							Constant
							

When c is constant:

E(c) = c
							Product
							

When X and Y are independent random variables:

E(X ·Y) = E(X) · E(Y)

conditional expectation