Inclusion-Exclusion Principle
Study guides: Exam P-1, Exam MAS-I
The Inclusion-Exclusion Principle is a counting rule for the probability (or size) of a union of overlapping events: add the individual probabilities, subtract the pairwise intersections, add back the triple intersections, and so on, so that no outcome is counted more than once.
P(A \cup B) = P(A) + P(B) - P(A \cap B)
\begin{aligned} P(A \cup B \cup C) = {}& P(A) + P(B) + P(C) \\ &- P(A \cap B) - P(A \cap C) - P(B \cap C) \\ &+ P(A \cap B \cap C) \end{aligned}
- The signs alternate by intersection size: add single events, subtract pairwise intersections, add triple intersections, and so on.
- For disjoint events the intersection terms are
0, so the rule reduces toP(A \cup B) = P(A) + P(B). - It is the general form of the addition rule of Probability and relies on Set Operations for the union and intersection.
Probability of At Least One Event Occurring Among a group of insurance claims,
P(A) = 0.5,P(B) = 0.4, andP(A \cap B) = 0.2. What is the probability that at least one ofAorBoccurs?Answer "At least one of
AorB" is the eventA \cup B:\begin{align*} P(A \cup B) &= P(A) + P(B) - P(A \cap B) \\ &= 0.5 + 0.4 - 0.2 \\ &= 0.7 \end{align*}
Three Overlapping Coverages A policyholder may file an auto (
A), home (B), or liability (C) claim. GivenP(A) = P(B) = P(C) = 0.3, each pairwise intersection= 0.1, andP(A \cap B \cap C) = 0.05, find the probability of at least one claim.Answer
\begin{align*} P(A \cup B \cup C) &= 0.3 + 0.3 + 0.3 \\ &\quad - 0.1 - 0.1 - 0.1 \\ &\quad + 0.05 \\ &= 0.65 \end{align*}There is a 65% chance the policyholder files at least one of the three claims.