Sample Space


Introduction

In daily life, we encounter various activities that have multiple outcomes. Although we cannot predict the exact outcome, we can estimate all possible outcomes of that event or activity. In this tutorial, we will discuss the sample space, some special events, and their possible outcomes with solved examples.

Sample Space

The sample space, a concept of probability theory, is the collection of all the possible outcomes of a random event or experiment. The sample space is abbreviated by the set notation and is more usually represented by S. Moreover, it can also be represented by U (universal set) or 𝛺. A sample space contains numbers, words, letters, or symbols.

Sample Space of n Coins Tossed Simultaneously, n = 2, 3, 4, 5

A coin has two sides, i.e., head and tail. Let’s denote head as β€œH” and tail as β€œT”.

Two coins tossed simultaneously βˆ’

The possible outcomes in tossing two coins simultaneously are as follows $\mathrm{S\:=\:\lbrace\:(H\:,\:H)\:,\:(H\:,\:T)\:,\:(T\:,\:H)\:,\:(T\:,\:T)\:\rbrace\:}$

$\mathrm{Number\:of\:outcomes\:=\:4(2^{2})\:(as\:shown\:in\:the\:figure)}$.

Three coins tossed simultaneously βˆ’

The possible outcomes in tossing three coins simultaneously are as follows.

$\mathrm{S\:=\:\lbrace\:(H\:,\:H\:,\:H)\:,\:(H\:,\:H\:,\:T)\:,\:(H\:,\:T\:,\:H)\:,\:(H\:,\:T\:,\:T)\:,\:(T\:,\:H\:,\:H)\:,\:(T\:,\:H\:,\:T)\:,\:(T\:,\:T\:,\:H)\:,\:(T\:,\:T\:,\:T)\rbrace}$

$\mathrm{Number\:of\:outcomes\:=\:8(2^{3})}$

Four coins tossed simultaneously βˆ’

The possible outcomes in tossing four coins simultaneously are as follows.

$\mathrm{(H\:,\:H\:,\:H\:,\:H)\:,\:(H\:,\:H\:,\:H\:,\:T)\:,\:(H\:,\:H\:,\:T\:,\:H),(H\:,\:H\:,\:T\:,\:T)\:,\:(H\:,\:T\:,\:H\:,\:H)\:,\:(H\:,\:T\:,\:H\:,\:T)\:,\:(H\:,\:T\:,\:T\:,\:T)\:,\:(H\:,\:H\:,\:T\:,\:T)\:,\:(T\:,\:H\:,\:H\:,\:H)\:,\:(T\:,\:T\:,\:H\:,\:H)\:,\:(T\:,\:H\:,\:T\:,\:H)\:,\:(T\:,\:H\:,\:H\:,\:T)\:,\:(T\:,\:T\:,\:T\:,\:H)\:,\:(T\:,\:T\:,\:H\:,\:T)\:,\:(T\:,\:H\:,\:T\:,\:T)\:,\:(T\:,\:T\:,\:T\:,\:T)}$

$\mathrm{Number\:of\:outcomes\:=\:16(2^{4})}$

Five coins tossed simultaneously βˆ’

The possible outcomes in tossing five coins simultaneously are as follows.

$\mathrm{\lbrace\:(H\:,\:H\:,\:H\:,\:H\:,\:H)\:,\:(H\:,\:H\:,\:H\:,\:H\:,\:T)\:,\:(H\:,\:H\:,\:H\:,\:T\:,\:T)\:,\:(H\:,\:H\:,\:T\:,\:T\:,\:T)\:,\:(H\:,\:T\:,\:T\:,\:T\:,\:T)\:,\:(T\:,\:T\:,\:T\:,\:T\:,\:T)\:,\:(T\:,\:T\:,\:T\:,\:T\:,\:H)\:,\:(T\:,\:T\:,\:T\:,\:H\:,\:H)\:,\:(T\:,\:T\:,\:H\:,\:H\:,\:H)\:,\:(T\:,\:H\:,\:H\:,\:H)\:,\:(H\:,\:T\:,\:H\:,\:T\:,\:H)\:,\:(T\:,\:H\:,\:T\:,\:H\:,\:T)\:,\:(H\:,\:H\:,\:T\:,\:H\:,\:H)\:,\:(T\:,\:T\:,\:H\:,\:T\:,\:T)\:,\:(H\:,\:T\:,\:T\:,\:H\:,\:T)\:,\:(T\:,\:H\:,\:H\:,\:T\:,\:H)\:,\:(T\:,\:H\:,\:H\:,\:H\:,\:T)\:,\:(H\:,\:T\:,\:T\:,\:T\:,\:H)\:,\:(T\:,\:H\:,\:H\:,\:T\:,\:T)\:,\:(H\:,\:T\:,\:T\:,\:H\:,\:H)\:,\:(H\:,\:H\:,\:T\:,\:T\:,\:H)\:,\:(T\:,\:T\:,\:H\:,\:H\:,\:T)\:,\:(T\:,\:T\:,\:H\:,\:T\:,\:H)\:,\:(H\:,\:H\:,\:T\:,\:H\:,\:T)\:,\:(H\:,\:T\:,\:H\:,\:T\:,\:T)\:,\:(T\:,\:H\:,\:T\:,\:H\:,\:H)\:,\:(T\:,\:H\:,\:T\:,\:H\:,\:H)\:,\:(T\:,\:H\:,\:T\:,\:T\:,\:H)\:,\:(H\:,\:T\:,\:H\:,\:H\:,\:T)\:,\:(H\:,\:T\:,\:H\:,\:T\:,\:T)\:,\:(T\:,\:H\:,\:T\:,\:H\:,\:H)\:,\:(H\:,\:H\:,\:H\:,\:T\:,\:H)\:,\:(T, T\:,\:T\:,\:H\:,\:T)\:\rbrace }$

$\mathrm{Number\:of\:outcome\:=\:32(2^{5})}$

Sample Space of 2 Die Thrown Simultaneously

If two die thrown simultaneously, we will get 36 outcomes as follows βˆ’

$\mathrm{S\:=\:\lbrace\:(1\:,\:1)\:,\:(1\:,\:2)\:,\:(1\:,\:3)\:,\:(1\:,\:4)\:,\:(1\:,\:5)\:,\:(1\:,\:6)\:,\:(2\:,\:1)\:,\:(2\:,\:2)\:,\:(2\:,\:3)\:,\:(2\:,\:4)\:,\:(2\:,\:5)\:,\:(2\:,\:6)\:,\:(3\:,\:1)\:,\:(3\:,\:2)\:,\:(3\:,\:3)\:,\:(3\:,\:4)\:,\:(3\:,\:5)\:,\:(3\:,\:6)\:,\:(4\:,\:1)\:,\:(4, 2)\:,\:(4\:,\:3)\:,\:(4\:,\:4)\:,\:(4\:,\:5)\:,\:(4\:,\:6)\:,\:(5,1)\:,\:(5\:,\:2)\:,\:(5\:,\:3)\:,\:(5\:,\:4)\:,\:(5\:,\:5)\:,\:(5\:,\:6)\:,\:(6\:,\:1)\:,\:(6\:,\:2)\:,\:(6\:,\:3)\:,\:(6\:,\:4)\:,\:(6\:,\:5)\:,\:(6\:,\:6)\rbrace\:.}$

Sample Space of 1, 2, 3 Coins and 1 Die Thrown Simultaneously

Let's consider an event of tossing one coin and one die. The possible outcomes will be

$\mathrm{S\:=\:\lbrace\:(H\:,\:1)\:,\:(2\:,\:H)\:,\:(3\:,\:H)\:,\:(4\:,\:H)\:,\:(5\:,\:H)\:,\:(6\:,\:H)\:,\:(1\:,\:T)\:,\:(2\:,\:T)\:,\:(3\:,\:T)\:,\:(4\:,\:T)\:,\:(5\:,\:T)\:,\:(6, H)\:\rbrace\:.}$

$\mathrm{The\:total\:number\:of\:outcome\:=\:2\:\times\:6\:=\:12}$

Let's consider an event of tossing two coins and one die. The possible outcomes will be

$\mathrm{S\:=\:\lbrace\:(H\:,\:H\:,\:1)\:,\:(H\:,\:H\:,\:2)\:,\:(H\:,\:H\:,\:3)\:,\:(H\:,\:H\:,\:4)\:,\:(H\:,\:H\:,\:5)\:,\:(H\:,\:H\:,\:6)\:,\:(T\:,\:T\:,\:1)\:,\:(T\:,\:T\:,\:2)\:,\:(T\:,\:T\:,\:3)\:,\:(T\:,\:T\:,\:4)\:,\:(T\:,\:T\:,\:5)\:,\:(T\:,\:T\:,\:6)\:,\:(T\:,\:H\:,\:1)\:,\:(T\:,\:H\:,\:2)\:,\:(T\:,\:H\:,\:3)\:,\:(T\:,\:H\:,\:4)\:,\:(T\:,\:H\:,\:5)\:,\:(T\:,\:H\:,\:6)\:,\:(H\:,\:T\:,\:1)\:,\:(H\:,\:T\:,\:2)\:,\:(H\:,\:T\:,\:3)\:,\:(H\:,\:T\:,\:4)\:,\:(H\:,\:T\:,\:5)\:,\:(H\:,\:T\:,\:6)\rbrace\:.}$

$\mathrm{The\:total\:number\:of\:outcomes\:=\:2\times\:2\times\:6\:=\:24}$

Let's consider an event of tossing three coins and one die

$\mathrm{The\:total\:number\:of\:outcomes\:=\:2\times\:2\times\:2\times\:6\:=\:48}$

$\mathrm{S\:=\:\lbrace\:(H\:,\:H\:,\:H\:,\:1)\:,\:(H\:,\:H\:,\:H\:,\:2)\:,\:(H\:,\:H\:,\:H\:,\:3)\:,\:(H\:,\:H\:,\:H\:,\:4)\:,\:(H\:,\:H\:,\:H\:,\:5)\:,\:(H\:,\:H\:,\:H\:,\:6)\:,\:(H\:,\:H\:,\:T\:,\:1)\:,\:(H\:,\:H\:,\:T\:,\:2)\:,\:(H\:,\:H\:,\:T\:,\:3)\:,\:(H\:,\:H\:,\:T\:,\:4)\:,\:(H\:,\:H\:,\:T\:,\:5)\:,\:(H\:,\:H\:,\:T\:,\:6)\:,\:(H\:,\:T\:,\:H\:,\:1)\:,\:(H\:,\:T\:,\:H\:,\:2)\:,\:(H\:,\:T\:,\:H\:,\:3)\:,\:(H\:,\:T\:,\:H\:,\:4)\:,\:(H\:,\:T\:,\:H\:,\:5)\:,\:(H\:,\:T\:,\:H\:,\:6)\:,\:(H\:,\:T\:,\:T\:,\:1)\:,\:(H\:,\:T\:,\:T\:,\:2)\:,\:(H\:,\:T\:,\:T\:,\:3)\:,\:(H\:,\:T\:,\:T\:,\:4)\:,\:(H\:,\:T\:,\:T\:,\:5)\:,\:(H\:,\:H\:,\:T\:,\:6)\:,\:(T\:,\:H\:,\:H\:,\:1)\:,\:(T\:,\:H\:,\:H\:,\:2)\:,\:(T\:,\:H\:,\:H\:,\:3)\:,\:(T\:,\:H\:,\:H\:,\:4)\:,\:(T\:,\:H\:,\:H\:,\:5)\:,\:(T\:,\:H\:,\:H\:,\:6)\:,\:(T\:,\:H\:,\:T\:,\:1)\:,\:(T\:,\:H\:,\:T\:,\:2)\:,\:(T\:,\:H\:,\:T\:,\:3)\:,\:(T\:,\:H\:,\:T\:,\:4)\:,\:(T\:,\:H\:,\:T\:,\:5)\:,\:(T\:,\:H\:,\:T\:,\:6)\:,\:(T\:,\:T\:,\:H\:,\:1)\:,\:(T\:,\:T\:,\:H\:,\:2)\:,\:(T\:,\:T\:,\:H\:,\:3)\:,\:(T\:,\:T\:,\:H\:,\:4)\:,\:(T\:,\:T\:,\:H\:,\:5)\:,\:(T\:,\:T\:,\:H\:,\:6)\:,\:(T\:,\:T\:,\:T\:,\:1)\:,\:(T\:,\:T\:,\:T\:,\:2)\:,\:(T\:,\:T\:,\:T\:,\:3)\:,\:(T\:,\:T\:,\:T\:,\:4)\:,\:(T\:,\:T\:,\:T\:,\:5)\:,\:(T\:,\:T\:,\:T\:,\:6)\:\rbrace\:}$

Events

Events are defined as the subset of the sample space. Events are the specific event that occurs in a trial. For example, getting head in a flip of a coin is an example of an event.

$\mathrm{Event\:=\:E\:=\:\lbrace\:\:\rbrace\:}$

$\mathrm{S\:=\:\lbrace\:all\:possible\:outcomes\:\rbrace\:}$

Probability

In mathematics, the probability is defined as a numerical description of the likelihood of the occurrence of an event. In other words, it tells how likely the event will occur. The numeric value of probability varies between 0 and 1. The higher the value of probability, the higher the possibility of the occurrence of the event. The concept of probability is extensively used in science, finance, artificial intelligence, game theory, computer science, etc.

Solved Examples

Example 1

What is the probability of the head and tail when a coin is flipped?

Solution βˆ’

$\mathrm{The\:probability\:of\:heas\:=\:\frac{1}{2}}$

$\mathrm{The\:probability\:of\:tail\:=\:\frac{1}{2}}$

Example 2

What is the sample space for the given interval: [1, 12]?

Solution βˆ’

As the interval is a closed interval, the numbers 1 and 12 are also included in the sample space.

Hence, the sample space is $\mathrm{=\:S\:=\:\lbrace\:1\:,\:2\:,\:3\:,\:4\:,\:5\:,\:6\:,\:7\:,\:8\:,\:9\:,\:10\:,\:11\:,\:12\:\rbrace\:}$

Conclusion

The present article gives a brief idea about the sample space. The basic difference between event and sample space is described, along with various examples. In addition, the sample spaces for various well-known events have been determined. In conclusion, the present article may be useful for understanding the basic concept of sample space.

FAQs

1. What is the number of outcomes if a die is thrown thrice?

If a die is thrown thrice, the number of outcomes is $\mathrm{=\:6\:\times\:6\:\times\:6\:=\:216}$.

2. What are the applications of probability?

The concept of probability is extensively used in science, finance, artificial intelligence, game theory, computer science, etc.

3. What are the possible ways to represent the sample space?

The sample space can be represented in three ways as

  • Tabular form

  • List form

  • Tree diagram

4. Can the value of probability be greater than one?

No, since the maximum value of the probability is 1. hence, it is always less than one.

5. What will be the number of outcomes if a coin is tossed 6 times?

If a coin is tossed 6 times, the number of outcomes is $\mathrm{2^{6}\:=\:64}$.

Updated on: 28-Feb-2024

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