Properties of Probability

Probability of the Empty Set

Theorem (Probability of the empty set)

. In may cases, is not the only event with probability 0.

Compliment Rule

Theorem (Complement Rule)

For any , .

Monotonicity Property

Theorem (Monotonicity)

Suppose and are 2 events such that . Then .

The Numeric Bound

Theorem (Numeric bound)

It immediately follows from the monotonicity property that for any event , .

Inclusion - Exclusion

Theorem (Inclusion-Exclusion)

If and are two events, then

Sources

  • Wasserman, L. (2010). All of Statistics: A concise Course in Statistical Inference. Chapter 1.