A doctor assumes that a patient has one of three diseases d₁, d₂ or d₃. Before any test, he assumes an equal probability for each disease. He carries out a test that will be positive with probability 0.8 if the patient has disease d₁, 0.6 if he has diseased d₂ and 0.4 if he has disease d₃. Given that the outcome of the test was positive, what is the probability that patient has disease d₃?
Answers
Answer:
2/9
Step-by-step explanation:
Hi,
Let d₁ denote the event that patient has disease d₁
P(d₁) = 1/3
Let d₂ denote the event that patient has disease d₁
P(d₂) = 1/3
Let d₃ denote the event that patient has disease d₁
P(d₃) = 1/3
Let T denote the event test result showing positive
Given that Test result showing positive if the patient has disease d₁
was 0.8,
So given P(T/d₁) = 0.8
Given that Test result showing positive if the patient has disease d₂
was 0.6,
So, given P(T/d₂) = 0.6
Given that Test result showing positive if the patient has disease d₃
was 0.4,
So, given P(T/d₃) = 0.4
Given that test result is positive,
P(T) = P(T ∩ d₁) + P(T ∩ d₂) + P( T ∩ d₃)
= P(d₁)P(T/d₁) + P(d₂)P(T/d₂) + P(d₃)P(T/d₃)
= 1/3*0.8 + 1/3*0.6 + 1/3*0.4
= 0.6
Required to find that patient has disease d₃ if the outcome of test
is positive = P(d₃/T) = P(d₃∩T)/P(T)
= P(d₃)P(T/d₃)/P(T)
= 1/3*0.6/0.4
= 2/9
Hope, it helps !