SOLUTION: A certain disease has an incidence rate of 0.2%. If the false negative rate is 5% and the false positive rate is 5%, compute the probability that a person who tests positive actual

Algebra ->  Probability-and-statistics -> SOLUTION: A certain disease has an incidence rate of 0.2%. If the false negative rate is 5% and the false positive rate is 5%, compute the probability that a person who tests positive actual      Log On


   



Question 1170690: A certain disease has an incidence rate of 0.2%. If the false negative rate is 5% and the false positive rate is 5%, compute the probability that a person who tests positive actually has the disease.

Answer by ikleyn(52815) About Me  (Show Source):
You can put this solution on YOUR website!
.
A certain disease has an incidence rate of 0.2%. If the false negative rate is 5% and the false positive rate is 5%,
compute the probability that a person who tests positive actually has the disease.
~~~~~~~~~~~~~~~~~~~~~~~~~~

This problem is on conditional probability, and I will put things in order.


Originally, we have a whole population of X people.

0.2% of them, or 0.002*X, have the disease.

The rest, or 0.998*X, do not have the disease (are healthy).


The number of those who actually has the disease AND has test positive is  n = (1-0.05)*(0.002*X) = 0.95*0.002*X.


The number of those who are test positive is the sum  N = 0.95*(0.002*x) + 0.05*(0.998*X).


In this sum, first  addend comes from the set of people having the disease; 
             second addend comes from the set of people who do not have the disease.


The problem wants you find the conditional probability, which is the ratio n/N.  It is 

    P = n%2FN = %280.95%2A0.002%2AX%29%2F%280.95%2A0.002%2AX+%2B+0.05%2A0.998%2AX%29.


Now reduce X in the numerator and in the denominator.  You will get

    P = n%2FN = %280.95%2A0.002%29%2F%280.95%2A0.002+%2B+0.05%2A0.998%29 = 0.0019%2F%280.0019+%2B+0.0499%29 = 0.0019%2F0.0518 = 0.03668  (rounded), or 3.668%.


Solved.