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Probability

Question
CBSEENMA12033763

Suppose that the reliability of HIV test is specified as follows:
Of people having HIV, 90% of the test detect the disease but 10% go undetected. Of people free of HIV, 99% of the test are judged HIV -ve but 1% are diagonsed as showing HIV +ve. From a large population of which only 0.1% have HIV, one person is selected at random, given the HIV test, and the pathologist reports him/her as HIV +ve. What is the probability that the person actually has HIV?

Solution
Let E denote the event that the person selected is actually having HIV and A the event that the person's HIV test is diagnosed as +ve.
           Now    straight P left parenthesis straight E right parenthesis space equals space 0.1 percent sign space equals space fraction numerator 0.1 over denominator 100 end fraction space equals space 0.001
                       straight P left parenthesis straight E apostrophe right parenthesis space equals space 1 minus space straight P left parenthesis straight E right parenthesis space equals space 0.999               
 straight P left parenthesis straight A space vertical line thin space straight E right parenthesis space equals space straight P left parenthesis person space tested space as space HIV space plus space ve space given space that space he divided by she space is space actually space having space HIV right parenthesis
                                       equals space 90 percent sign space equals space 90 over 100 space equals 0.9
and         P(A | E') = P(person tested as HIV +ve given that he/she is actually not having HIV}
                               equals space 1 percent sign space equals space 1 over 100 space equals space 0.01
Now, by Baye's theorem
                 straight P left parenthesis straight E space vertical line space straight A right parenthesis space equals space fraction numerator straight P left parenthesis straight E right parenthesis space straight P left parenthesis straight A space left enclose straight E right parenthesis over denominator straight P left parenthesis straight E right parenthesis space straight P left parenthesis straight A space left enclose straight E right parenthesis space plus space straight P left parenthesis straight E apostrophe right parenthesis space straight P left parenthesis straight A space left enclose straight E apostrophe right parenthesis end fraction
space space space space space space space space space space space space space space space equals space fraction numerator 0.001 space cross times 0.9 over denominator 0.001 cross times 0.9 plus 0.999 cross times 0.01 end fraction equals space fraction numerator 0.0009 over denominator 0.009 plus 0.00999 end fraction equals fraction numerator 0.0009 over denominator 0.01089 end fraction
space space space space space space space space space space space space space space space space equals space fraction numerator begin display style 9 over 10000 end style over denominator begin display style 1089 over 100000 end style end fraction space equals 90 over 1089 space equals 0.83 space nearly
∴ the probability that a person selected at random is actually having HIV given that he/she is tested HIV +ve is 0·083.

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