8) 2% of the population have a certain blood
disease of a serious form: 10% have it in a
mild form; and 88% don't have it at all. A
new blood test is developed; the probability
of testing positive is jo if the subject has the
serious form, 1 if the subject has the mild
form, and to if the subject doesn't have the
disease. A subject is tested positive. What is
the probability that the subject has serious
form of the disease?
Answers
The probability oh having a disease is 0.108.
The question is incomplete.
The correct Question is - 2% of the population have a certain blood disease in a serious form; 10% have it in a mild form; and 88% don’t have it at all. A new blood test is developed; the probability of testing positive is 9/10 if the subject has the serious form, 6/10 if the subject has the mild form, and 1/10 if the subject doesn’t have the disease. A subject is just tested positive. What is the probability that I have the serious form of the disease?
Let the person that has disease in serious form = A1
Let the person that has disease in mild form = A2
Let the person that doesn’t have a disease = A3
Let the test positive = B
Thus,
P(A1) = 0.02, P(A2) = 0.1, P(A3) = 0.88
P(B | A1) = 0.9, P(B | A2) = 0.6, P(B | A3) = 0.1
Using , the theorem of total probability,
P(B) = 0.9×0.02+0.6×0.1+0.1×0.88
= 0.166,
Now, according to Bayes’ Theorem -
P(A1 | B) = P(B | A1)P(A1) /P(B)
= 0.9×0.02 / 0.166
= 0.108
Thus, the probability oh having a disease is 0.108.