PROJECTENGRAM

EVENT

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


◇Overview

In probability theory, an Event is any subset EE of the sample space SS (E⊆SE \subseteq S) to which a probability is assigned. An event occurs on a given trial of a statistical experiment if and only if the observed elementary outcome ω∈S\omega \in S belongs to EE (ω∈E\omega \in E).

◇Key Definitions

  • Simple (Elementary) Event: An event containing exactly one sample point, E={ω}E = \{\omega\} with ∣E∣=1|E| = 1.
  • Compound Event: An event containing two or more sample points (∣E∣≥2|E| \ge 2), expressible as the union of simple events.
  • Sure (Certain) Event (SS): The entire sample space SS, which always occurs (P(S)=1P(S) = 1).
  • Impossible (Null) Event (∅\emptyset): The empty subset ∅\emptyset, which contains no outcomes and can never occur (P(∅)=0P(\emptyset) = 0).
  • Event Space (F\mathcal{F}): The σ\sigma-algebra of subsets of SS (for finite SS, the power set P(S)\mathcal{P}(S) of size 2∣S∣2^{|S|}).

◇Worked Example

Problem: A coin is tossed twice, giving S={HH,HT,TH,TT}S = \{HH, HT, TH, TT\}. Classify the following events and state their cardinalities:

  1. E1=E_1 = "both tosses are heads" ={HH}= \{HH\} (∣E1∣=1|E_1| = 1, simple event).
  2. E2=E_2 = "at least one head appears" ={HH,HT,TH}= \{HH, HT, TH\} (∣E2∣=3|E_2| = 3, compound event).
  3. E3=E_3 = "three heads appear in two tosses" =∅= \emptyset (∣E3∣=0|E_3| = 0, impossible event).

◇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

Formally, how is an event EE related to the sample space SS and an individual outcome ω\omega?

Q2

What distinguishes a simple (elementary) event from a compound event?

Q3

If a finite sample space SS has ∣S∣=6|S| = 6 elementary outcomes (such as rolling one die), how many distinct events (subsets of SS, including ∅\emptyset and SS) exist in the power set P(S)\mathcal{P}(S)?

Q4

When rolling a single six-sided die (S={1,2,3,4,5,6}S = \{1, 2, 3, 4, 5, 6\}), let EE be the event of rolling an even prime number. What is EE, and is it simple or compound?

Q5

Suppose EE is an event in a continuous sample space S=[0,1]S = [0, 1] with P(E)=0P(E) = 0. Does P(E)=0P(E) = 0 necessarily imply E=∅E = \emptyset?

Event | PROJECT ENGRAM