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Conditional Probability and Independence
Learning Targets
After this lesson, you should be able to:
Find and interpret conditional probabilities using two-way
tables.
Use the conditional probability formula to calculate
probabilities.
Determine whether two events are independent.
Statistics and Probability with Applications, 3rd Edition 22
Conditional Probability and Independence
The probability of an event can change if we know that some
other event has occurred.
Conditional Probability
Conditional Probability
The probability that one event happens given that another
The probability that one event happens given that another
event is known to have happened is called a conditional
event is known to have happened is called a conditional
probability. The conditional probability that event B
probability. The conditional probability that event B
happens given that event A has happened is denoted by P(B
happens given that event A has happened is denoted by P(B
| A).
| A).
Statistics and Probability with Applications, 3rd Edition 33
Happy, Healthy, Rich, or Famous?
Conditional probabilities and two-way
PROBLEM: One question on the Census at School survey (
tables
http://www.amstat.org/censusatschool/index.cfm) asks students if
they would prefer to be happy, healthy, rich or famous. Students may
only choose one of these responses. The two-way table below
summarizes the responses of 218 high school students from the
GENDER
United States by gender.
Female Male Total
Happy 90 46 136
Healthy 20 13 33
STATUS
Rich 10 31 41
Famous 0 8 8
Total 120 98 218
Suppose we randomly select one of these 218 students. Define
events F: female, H: happy, and R: rich.
Statistics and Probability with Applications, 3rd Edition 44
Happy, Healthy, Rich, or Famous?
Conditional probabilities and two-way
tables GENDER
Female Male Total
Happy 90 46 136
Healthy 20 13 33
STATUS
Rich 10 31 41
Famous 0 8 8
Total 120 98 218
(a) Find P(H | F). Interpret this value in context.
P(H | F)
= P(happy | female)
= 90/120
= 0.75
Given that the randomly chosen person is female, there is
about a 75% chance that she prefers to be happy.
(b) Given that the chosen person did not choose rich, what’s the
probability that this person is female? Write your answer as a
probability statement using correct symbols for the events.
90200 110
P(female | not rich) = P(F | RC) = 0.814
136338 177
Statistics and Probability with Applications, 3rd Edition 55
Conditional Probability and Independence
By exploring probabilities through a two-way table, we can
determine a general formula for computing conditional
probabilities.
Calculating Conditional Probabilities
Calculating Conditional Probabilities
To find the conditional probability P(A | B), use the formula
To find the conditional probability P(A | B), use the formula
Statistics and Probability with Applications, 3rd Edition 66
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