In: Statistics and Probability
Q. Let A, B independent events, with P(A) = 1/2 and P(B) = 2/3.
Now C be an event with P(C) = 1/4, and suppose that P(A|C) = 1/3,
P(B|?̅) =7/9, P(A∩B|?̅) = 7/18.
(a) Calculate the P(A∩B)
(b) Calculate the P(A|?̅) and P(B|C)
(c) Calculate the P(A∩B|C)
(d) Show if P(A∩B|C) equals P(A|C)P(B|C) or not.
Answer:
Given,
P(A) = 1/2
P(B) = 2/3
P(C) = 1/4
P(A|C) = 1/3
P(B|C) = 7/9
P(A ∩ B|C) = 7/18
a)
P(A ∩ B) = P(A)*P(B) [since A & B are independent]
= 1/2 * 2/3
= 1/3
b)
P(A|C') & P(B|C)
consider,
P(A|C') = P(A ∩ C') / P(C')
= [P(A) - P(A ∩ C)] / [1-P(C)]
= [1/2 - 1/12] / [1 - 1/4] [since P(A ∩ C = P(C)*P(A|C) = 1/3*1/4 = 1/12]
P(A|C') = 5/9
Now [since P(B|C') = 7/9 ; i.e.,
P(B ∩ C')/P(C') = 7/9 ;
P(B) - P(B ∩ C) = 7/9*P(C') ;
P(B ∩ C)= - [ 7/9(1-1/4) - 2/3] = 1/12]
P(B|C) = P(B ∩ C)/P(C)
= (1/12) / (1/4)
P(B|C) = 1/3
C)
[consider,
P(A ∩ B|C') = 7/18
P(A ∩ B ∩ C')/P(C') = 7/18
P(A ∩ B) - P(A ∩ B ∩ C) = 7/18(1-1/4)
-P(A ∩ B ∩ C) = 7/24 - P(A ∩ B)
P(A ∩ B ∩ C) = P(A ∩ B) - 7/24] ---------> (1)
P(A ∩ B|C) = P(A ∩ B ∩ C)/P(C)
substitute (1) in above formula
= [P(A ∩ B) - 7/24] / (1/4)
= [1/3 - 7/24]/(1/4)
= 1/24 / 1/4
P(A ∩ B|C) = 1/6
d)
P(A|C)*P(B|C) = 1/3 * 1/3
= 1/9
So P(A ∩ B|C) != P(A|C)*P(B|C)