Addition Theorem of Probability

Understand the addition theorem of probability, including the rule for mutually exclusive events and the general addition rule, with clear explanations and simple examples.

1. Meaning of the Addition Theorem

The addition theorem explains how to find the probability that at least one of two events happens. It is used when the situation involves the word “or”.

Examples:

  • Getting a 2 or a 5 on a die.
  • Drawing a heart or a face card from a deck.

The idea is to combine the chances of two events but avoid counting their common overlap twice.

2. Addition Rule for Mutually Exclusive Events

Two events are mutually exclusive when they cannot happen at the same time. Their intersection is empty.

\( P(A \cap B) = 0 \)

For such events, the addition rule becomes simple:

\( P(A \cup B) = P(A) + P(B) \)

2.1. Example

When rolling a die, the events:

  • A: getting a 2
  • B: getting a 5

These cannot happen together, so they are mutually exclusive.

\( P(A \cup B) = 1/6 + 1/6 = 2/6 = 1/3 \)

3. General Addition Rule (For Any Two Events)

When two events can occur together (i.e., they may overlap), we use the general addition rule.

The formula is:

\( P(A \cup B) = P(A) + P(B) - P(A \cap B) \)

The subtraction removes the overlap that was counted twice when adding \(P(A)\) and \(P(B)\).

3.1. Example

In a deck of cards:

  • A: drawing a heart (13 cards)
  • B: drawing a face card (12 cards)

The overlap is: heart face cards (3 cards).

So:

  • \( P(A) = 13/52 \)
  • \( P(B) = 12/52 \)
  • \( P(A \cap B) = 3/52 \)

\( P(A \cup B) = \dfrac{13}{52} + \dfrac{12}{52} - \dfrac{3}{52} = \dfrac{22}{52} \)

4. Special Cases of the Addition Rule

The addition theorem behaves differently depending on how the events interact:

  • No overlap: mutually exclusive events → simple sum
  • Full overlap: one event completely inside the other → intersection equals the smaller event
  • Partial overlap: use general rule

4.1. Example of Partial Overlap

Consider two events during drawing from a deck:

  • A: drawing a red card (26 cards)
  • B: drawing a king (4 cards)

Overlap: red kings = 2

\( P(A \cup B) = 26/52 + 4/52 - 2/52 = 28/52 \)