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TYPES OF EVENT OPERATIONS

Tags: #◇Computer Science #◇STT101A #◇Conceptual #◇Types of Event Operations


◇Overview

Because events are subsets of the sample space SS, Event Operations correspond directly to set-theoretic operations—Union (∪\cup), Intersection (∩\cap), Complement (c^c), Set Difference (∖\setminus), and Symmetric Difference (△\triangle)—as well as propositional logic connectives (OR, AND, NOT, XOR).

◇Key Definitions

Verbal Event StatementSet OperationProbability Formula
At least one of AA or BBA∪BA \cup BP(A)+P(B)−P(A∩B)P(A) + P(B) - P(A \cap B)
Both AA and BBA∩BA \cap BP(A)P(B∣A)P(A)P(B \mid A)
Not AAAcA^c1−P(A)1 - P(A)
AA occurs, but NOT BB (AA only)A∖B=A∩BcA \setminus B = A \cap B^cP(A)−P(A∩B)P(A) - P(A \cap B)
Exactly one of AA or BBA△B=(A∩Bc)∪(Ac∩B)A \triangle B = (A \cap B^c) \cup (A^c \cap B)P(A)+P(B)−2P(A∩B)P(A) + P(B) - 2P(A \cap B)
Neither AA nor BB(A∪B)c=Ac∩Bc(A \cup B)^c = A^c \cap B^c1−P(A∪B)1 - P(A \cup B)
  • Algebraic Laws: Commutative, Associative, Distributive (A∩(B∪C)=(A∩B)∪(A∩C)A \cap (B \cup C) = (A \cap B) \cup (A \cap C)), and De Morgan's Laws ((A∪B)c=Ac∩Bc(A \cup B)^c = A^c \cap B^c and (A∩B)c=Ac∪Bc(A \cap B)^c = A^c \cup B^c).

◇Worked Example

Problem: Given P(A)=0.50P(A) = 0.50, P(B)=0.40P(B) = 0.40, and P(A∩B)=0.15P(A \cap B) = 0.15, find:

  1. P(A only)=P(A∩Bc)=P(A)−P(A∩B)=0.50−0.15=0.35P(\text{A only}) = P(A \cap B^c) = P(A) - P(A \cap B) = 0.50 - 0.15 = 0.35.
  2. P(Exactly one of A or B)=P(A)+P(B)−2P(A∩B)=0.50+0.40−2(0.15)=0.60P(\text{Exactly one of A or B}) = P(A) + P(B) - 2P(A \cap B) = 0.50 + 0.40 - 2(0.15) = 0.60.

◇References & Navigation

CONFIRMATION // 理解度の確認

ACTIVE RECALL VERIFICATION

Select an answer to verify conceptual comprehension and reveal the technical rationale.

Q1

Which set expression and probability formula represent the event "Event AA occurs, but Event BB does NOT occur" (AA only)?

Q2

Why is the probability of exactly one of AA or BB occurring (A△BA \triangle B) given by P(A)+P(B)−2P(A∩B)P(A) + P(B) - 2P(A \cap B) instead of P(A)+P(B)−P(A∩B)P(A) + P(B) - P(A \cap B)?

Q3

Given P(A)=0.60P(A) = 0.60, P(B)=0.35P(B) = 0.35, and P(A∩B)=0.20P(A \cap B) = 0.20, what is the probability that exactly one of the events AA or BB occurs?

Q4

By the Distributive Law of event operations, what is A∩(B∪C)A \cap (B \cup C) equal to?

Q5

Which two disjoint events partition any event AA relative to another event BB, proving the identity P(A)=P(A∩B)+P(A∩Bc)P(A) = P(A \cap B) + P(A \cap B^c)?

Types of Event Operations | PROJECT ENGRAM