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5.3 Exercise 15

Avg difficulty 2.5

In a region in the Gulf Coast area, oil deposits are highly likely to be associated with underground salt domes. If H is the event that an oil deposit is present in an area, and S is the event of a salt dome in the area, experience indicates P(S|H)=0.9P \left(\right. S \left|\right. H \left.\right) = 0 . 9 and P(S|Hc)=0.1P \left(\right. S \left|\right. H^{c} \left.\right) = 0 . 1. Company executives believe the odds favoring oil in the area is at least 1 in 10. It decides to conduct two independent geophysical surveys for the presence of a salt dome. Let E1,E2E_{1} , E_{2} be the events the surveys indicate a salt dome. Because the surveys are tests for the geological structure, not the presence of oil, and the tests are carried out in an operationally independent manner, it seems reasonable to assume {H,E1,E2} ci |S\left\{H , E_{1} , E_{2}\right\} ci \left|\right. S and ci |Scci \left|\right. S^{c}. Data on the reliability of the surveys yield the following probabilities

P ( E 1 | S ) = 0 . 95 P ( E 1 | S c ) = 0 . 05 P ( E 2 | S ) = 0 . 90 P ( E 2 | S c ) = 0 . 10 P \left(\right. E_{1} \left|\right. S \left.\right) = 0 . 95 P \left(\right. E_{1} \left|\right. S^{c} \left.\right) = 0 . 05 P \left(\right. E_{2} \left|\right. S \left.\right) = 0 . 90 P \left(\right. E_{2} \left|\right. S^{c} \left.\right) = 0 . 10

Determine the posterior odds P(H|E1E2)P(Hc|E1E2)\frac{P \left(\right. H \left|\right. E_{1} E_{2} \left.\right)}{P \left(\right. H^{c} \left|\right. E_{1} E_{2} \left.\right)}. Should the well be drilled?

Pfeiffer, Applied Probability, 5.3 Problems on Conditional Independence, exercise 15

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Adapted from Applied Probability © 2009 Paul E. Pfeiffer. Licensed under CC BY 3.0. Source: Applied Probability. Imported at revision d7a0420.