A dog allergy test for people has a 98% accuracy rate. Only 1% of the population has an allergy to dogs (actually it is much smaller than that!). Use a group of 100,000 people who've taken this test and the information provided to complete a table and answer the following question:

If you tested positive, what is the probability you have a dog allergy?

Respuesta :

Answer:

[tex] P(A|+) = \frac{980}{2960}=\frac{49}{148}[/tex]

Step-by-step explanation:

For this case we cna define the following notation:

+ : represent that the test is positive

-: represent that the test is negative

A= the dog present the allergy

NA= the dog not present the allergy

We know that for this case [tex] P(A) = 0.01[/tex] so then by complement [tex] P(NA)= 1-P(A) = 1-0.01= 0.99[/tex]

The accuracy on this case is 0.98 so then we have the following probability:

[tex] P(+|A) = 0.98[/tex]

Who means that if the dog present the allergy the test detect this with a 98%.

[tex] P(-|NA) = 0.98[/tex]

We can complet the following table with a basis of 10000 people:

                                    Test +                Test -        Total

Allergy (A)                     980                  20             1000

Not Allergy (NA)          1980                97020        99000

Total                              2960               97040        100000

And we want to find this probability:

[tex] P( A|+)[/tex]

And we can use the bayes rule for this case:

[tex]P( A|+) = \frac{P(A and +)}{P(+)}[/tex]

For this case we know that the probability of positive is [tex] P(+) = \frac{2960}{100000}[/tex] and the probability of [tex] P(A and +) =\frac{980}{100000}[/tex], so then we have:

[tex] P(A|+) = \frac{980}{2960}=\frac{49}{148}[/tex]

The probability that one has a dog allergy when tested positive will be 0.3311.

How to compute the probability?

From the information, 1% of the population has an allergy to dogs. This will be:

= 1% × 100000

= 1000

Therefore, 1000 people have an allergy to dogs.

The number of people who doesn't have allergy to dogs will be:

= 100000 - 1000

= 99000

Those that have allergies = 2% × 1000 = 20

Therefore, the probability that one has dog allergy will be:

= P(has allergy and test positive)

= (0.01 × 0.98) + (0.098 + 0.0198)

= 0.0098/0.0296

= 0.3311

In conclusion, the probability is 0.3311.

Learn more about probability on:

https://brainly.com/question/24756209