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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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