PROJECTENGRAM

UNION

Tags: #◇Computer Science #◇STT101A #◇Conceptual #◇Union


◇Overview

The Union of two events AA and BB, denoted A∪BA \cup B, is the event consisting of all outcomes ω∈S\omega \in S that belong to AA, or to BB, or to both AA and BB (inclusive OR). In words, A∪BA \cup B occurs if and only if at least one of the events AA or BB occurs.

◇Key Definitions

  • Set Definition: A∪B={ω∈S:ω∈A or ω∈B}A \cup B = \{\omega \in S : \omega \in A \text{ or } \omega \in B\}.
  • Countable Union (⋃i=1nAi\bigcup_{i=1}^n A_i): Occurs if and only if ω∈Ai\omega \in A_i for at least one index i∈{1,…,n}i \in \{1, \dots, n\}.
  • Monotonicity Property: A⊆A∪BA \subseteq A \cup B and B⊆A∪BB \subseteq A \cup B, so max⁡(P(A),P(B))≤P(A∪B)≤min⁡(1,P(A)+P(B))\max(P(A), P(B)) \le P(A \cup B) \le \min(1, P(A) + P(B)).
  • Boole's Inequality (Union Bound): For any finite or countable sequence of events A1,A2,…,AnA_1, A_2, \dots, A_n:
    P(⋃i=1nAi)≤∑i=1nP(Ai)P\left(\bigcup_{i=1}^n A_i\right) \le \sum_{i=1}^n P(A_i)

◇Worked Example

Problem: On a single roll of a fair six-sided die (S={1,2,3,4,5,6}S = \{1, 2, 3, 4, 5, 6\}), let A={1,2,3}A = \{1, 2, 3\} and B={2,4,6}B = \{2, 4, 6\}. Find A∪BA \cup B and P(A∪B)P(A \cup B).

Solution:

  • Combining unique elements from both sets gives A∪B={1,2,3,4,6}A \cup B = \{1, 2, 3, 4, 6\}.
  • P(A∪B)=∣A∪B∣∣S∣=56P(A \cup B) = \frac{|A \cup B|}{|S|} = \frac{5}{6} (which matches P(A)+P(B)−P(A∩B)=36+36−16=56P(A) + P(B) - P(A \cap B) = \frac{3}{6} + \frac{3}{6} - \frac{1}{6} = \frac{5}{6} since A∩B={2}A \cap B = \{2\}).

◇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

In probability and logic, does the union A∪BA \cup B represent an inclusive OR or an exclusive OR (XOR)?

Q2

If P(A)=0.60P(A) = 0.60 and P(B)=0.50P(B) = 0.50, what are the minimum possible and maximum possible values of P(A∪B)P(A \cup B)?

Q3

What does Boole's Inequality (the Union Bound) state for any events A1,A2,…,AnA_1, A_2, \dots, A_n?

Q4

If A⊆BA \subseteq B (AA is a subset of BB), what do A∪BA \cup B and P(A∪B)P(A \cup B) simplify to?

Q5

A system has 44 subsystems whose individual failure probabilities are 0.01,0.02,0.01,0.01, 0.02, 0.01, and 0.030.03 (with unknown dependencies between them). By the Union Bound, the probability that at least one subsystem fails is at most:

Union | PROJECT ENGRAM