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Theory - [T8]

Question
Discuss some concrete examples of Probability measure Space

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 (Ω,F,P)(\Omega , F, P), where:

  • Ω\Omega is the Sample Space or the Set of all possible outcomes.
  • FF is the Event Space or in other words a Set of outcomes in the Sample Space.
  • PP is a Probability Function which returns for each event in FF a probability of it occurring, which is a number between 0 and 1.

In the coin toss example we have only two possible outcomes:

  • Heads (H)
  • Tails (T)

Therefore the Sample Space here is represented as (Ω)=(H,T)(\Omega) = (H, T).

Considering F=F=“The coin lands on Heads” and since both events have equal probability of occurring P=[P(H)=P(T)=0.5]P = [P(H) = P(T) = 0.5]

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 Ω\Omega.

Let’s say that the Event Space FF is the event of drawing a card of spades, let’s call the event AA.

Therefore P(A)=1352=14=0.25P(A) = \frac{13}{52} = \frac{1}{4} = 0.25