Theory - [T8]
What is a Probability Space
In probability theory, a probability space is a mathematical construct that provides a formal model of a random process or “experiment”.
This space can also be defined as a probability triple $(\Omega , F, P)$, where:
- $\Omega$ is the Sample Space or the Set of all possible outcomes.
- $F$ is the Event Space or in other words a Set of outcomes in the Sample Space.
- $P$ is a Probability Function which returns for each event in $F$ a probability of it occurring, which is a number between 0 and 1.
Coin toss example
In the coin toss example we have only two possible outcomes:
- Heads (H)
- Tails (T)
Therefore the Sample Space here is represented as $(\Omega) = (H, T)$.
Considering $F=$“The coin lands on Heads” and since both events have equal probability of occurring $P = [P(H) = P(T) = 0.5]$
Card from a deck
Another typical problem is the one of the deck of cards. In a deck of cards there are 52 total cards, which as a whole represent our Sample Space $\Omega$.
Let’s say that the Event Space $F$ is the event of drawing a card of spades, let’s call the event $A$.
Therefore $P(A) = \frac{13}{52} = \frac{1}{4} = 0.25$