‘OR’ or Unions:
Mutually Exclusive Events:
Two events are mutually exclusive when they cannot occur at similar time. Disjoint is the other word that means mutually exclusive.
When two events are disjoint, then the probability of both occurring at similar time is 0.
Disjoint: P(A and B) = 0
Whenever two events are mutually exclusive, then the probability of either occurring is the sum or addition of probabilities of each occurring.
Specific Addition Rule:
When the events are mutually exclusive then it is valid.
P(A or B) = P(A) + P(B)
Illustration: Given: P(A) = 0.20, P(B) = 0.70, A and B are disjoint
Here we can use the term joint probability distribution. As disjoint means nothing in common, and joint is what they comprise in common -- therefore the values that go on within the portion of table are intersections or "and"s of each pair of events. "Marginal" is the other word for totals – it is termed as marginal since they appear in margins.
B B' MarginalA 0.00 0.20 0.20A' 0.70 0.10 0.80Marginal 0.70 0.30 1.00The values in italic are given in the problem. The total is always 1.00. The rest of values are obtained by addition and subtraction.
Non-Mutually Exclusive Events:
In events that are not mutually exclusive, there is some overlap. When P(A) and P(B) are added, then probability of the intersection is added two times. To compensate for that double addition, the intersection requires to be subtracted.General Addition Rule:
The general addition rule is always valid for the shown below.
P(A or B) = P(A) + P(B) - P(A and B)Interpreting the table:
There are many things that can be determined by joint probability distribution. Mutually exclusive events will contain a probability of zero. All the inclusive events will contain a zero opposite to the intersection. All inclusive signifies that there is nothing outside of such two events: P(A or B) = 1.
‘AND’ or Intersections:
Independent Events: If the occurrence of one doesn’t change the probability of the other occurring then the two events are independent.
An illustration would be rolling a 2 on a die and tossing a head on a coin. Rolling the 2 doesn’t influence the probability of flipping the head.
When events are independent, then the probability of both of them occurring the product of probabilities of each occurring.
Specific Multiplication Rule:
This rule is valid for just independent events.
P(A and B) = P(A) * P(B)
Illustration: P(A) = 0.20, P(B) = 0.70, A and B are independent.
B B' MarginalA 0.14 0.06 0.20A' 0.56 0.24 0.80Marginal 0.70 0.30 1.00The answer is 0.14 since the probability of A and B is the probability of A times the probability of B or 0.20 * 0.70 = 0.14.Dependent Events:
The events are dependent whenever the occurrence of one event does influence the probability of the other.
Probability of event B occurring that event A has already occurred is read ‘the probability of B given A’ and is written as P(B|A)
General Multiplication Rule:
This rule always works for:
P(A and B) = P(A) * P(B|A)
Illustration: P(A) = 0.20, P(B) = 0.70, P(B|A) = 0.40
An excellent way to think of P(B|A) is that 40% of A is B. 40% of the 20% that was in event A is 8%, therefore the intersection is 0.08. B B' MarginalA 0.08 0.12 0.20A' 0.62 0.18 0.80Marginal 0.70 0.30 1.00Independence Revisited:
The given four statements are equal:
• A and B are independent events• P(A and B) = P(A) * P(B)• P(A|B) = P(A)• P(B|A) = P(B)
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