Sample Spaces
- Overview
There are three main types of sample spaces: finite, countably infinite, and uncountably infinite.
- Finite sample space: This type contains a limited, countable number of outcomes. For example, when flipping a coin, the outcomes (heads, tails) are finite.
- Countably infinite sample space: This type has an infinite number of outcomes, but they can be put into a one-to-one correspondence with the set of natural numbers (1, 2, 3, ...). For example, the number of defective products in a batch can be infinite, but you can still count them (1, 2, 3, ...).
- Uncountably infinite sample space: This type also has an infinite number of outcomes, but they cannot be put into a one-to-one correspondence with the natural numbers. For example, the range of possible heights of a person is uncountably infinite.
Please refer to the following for more information:
- Wikipedia: Sample Space
- Finite Sample Spaces
A finite sample space is a sample space (the set of all possible outcomes of a random experiment) that contains a limited or countable number of outcomes. Examples include flipping a coin, rolling a die, or drawing a card from a deck. In contrast, an infinite sample space contains an unlimited number of outcomes, such as measuring the time until an event occurs.
Key characteristics of finite sample spaces:
- Countable: The number of possible outcomes is finite and can be counted.
- Discrete: Often associated with discrete probabilities, where outcomes can be listed or counted.
- Simpler: Finite sample spaces are generally easier to understand and work with mathematically compared to infinite sample spaces.
- Examples of Finite Sample Spaces
- Coin flip: The sample space is {Heads, Tails}.
- Rolling a six-sided die: The sample space is {1, 2, 3, 4, 5, 6}.
- Drawing a card from a standard deck: The sample space contains 52 possible outcomes (cards).
- Choosing a birthday: The sample space is the set of all possible dates in a given year.
- Tossing two coins: The sample space is {HH, HT, TH, TT}.
- Rolling two dice: The sample space is a set of 36 possible outcomes (pairs of numbers from 1 to 6).
[More to come ...]