Probability Fundamentals
- Sample space S — the set of all possible outcomes of an experiment.
- Event — any subset of the sample space.
- n(A) — the number of outcomes in event A.
- n(S) — the total number of equally likely outcomes.
When all outcomes are equally likely:
Probability is always a value between 0 and 1 inclusive:
A′ (read "A complement" or "not A") is the event that A does NOT occur. Since A and A′ together make up all of S, their probabilities must sum to 1.
For any two events A and B:
We subtract because the outcomes in both A and B get counted twice if we simply add.
Events A and B are mutually exclusive (cannot both occur) when:
In that case the addition rule simplifies to:
- The rectangle represents S — everything inside it is a possible outcome.
- The green circle is event A, the blue circle is event B.
- The overlapping lens (yellow tint) is — outcomes in both A and B.
- is the total shaded area (green + blue + overlap counted once).
- Anything outside both circles but inside the rectangle is .
Bag of balls
A bag contains 5 red, 3 blue and 2 green balls. One ball is drawn at random. Find: (a) P(red), (b) P(not green), (c) P(red or blue).
Addition rule with overlap
P(A) = 0.6, P(B) = 0.5, P(A and B) = 0.3. Find P(A or B).