An oil company purchased an option on land in Alaska. Pre-liminary geologic studies assigned the following prior probabilities.
P(high-quality oil)= .50
P(medium-quality oil) = .20
P(no oil) = .30
a)What is the probability of finding oil?
b)After 200 feet of drilling on the first well, a soil test is taken. The probabilities of finding the particular type of soil identified by the test follow.
P(soil | high-quality oil) = .30
P(soil | medium-quality oil) = .70
P(soil | no oil) = .20
How should the firm interpret the soil test? What are the revised probabilities, and what is the new probability of finding oil?
a) P[ finding oil] = 1- P[ finding no oil] = 1- 0.30 = 0.70
b)
We need to find posterior probabilities , so that the company can conclude about oil using the soil information .
Let us denote : H: High quality oil
M : Medium quality oil
N: no oil
So, we need to find :
where ,
So, posterior probabilities :
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