In: Statistics and Probability
Suppose you wanted to evaluate the performance of the three judges in Smallville, Texas: Judge Adams, Judge Brown, and Judge Carter. Over a three-year period in Smallville, Judge Adams saw 26% of the cases, Judge Brown saw 34% of the cases, and Judge Carter saw the remainder of the cases. 3% of Judge Adams’ cases were appealed, 6% of Judge Brown’s cases were appealed, and 9% of Judge Carter’s cases were appealed. Given the judge in a case from this three-year period was not Judge Brown, what is the probability the case was not appealed?
Let A, B and C be the event that the case is with Judge Adams, Judge Brown and Judge Carter respectively.
Let ~A, ~B and ~C be the event that the case is not with Judge Adams, Judge Brown and Judge Carter respectively.
Let Z and ~Z be the event that the case is appealed and not appealed respectively.
Given,
P(A) = 0.26, P(B) = 0.34 and P(C) = 1 - (0.26 + 0.34) = 0.4
P(Z | A) = 0.03 , P(Z | B) = 0.06 and P(Z | C) = 0.09
By law of total probability,
P(Z) = P(Z | A) P(A) + P(Z | B) P(B) + P(Z | C) P(C)
= 0.03 * 0.26 + 0.06 * 0.34 + 0.09 * 0.4 = 0.0642
Given the judge in a case from this three-year period was not Judge Brown, what is the probability the case was not appealed
= P(~Z | ~B)
We know that,
P(A | ~B)= (P(A) - P(A | B) P(B)) /( 1- P(B))
and P( ~A | B) = 1− P( A | B)
Thus,
P(~Z | ~B) = 1 - P(Z | ~B)
= 1 - (P(Z) - P(Z | B) P(B)) /( 1- P(B))
= 1 - (0.0642 - 0.06 * 0.34) / (1 - 0.34)
= 1 - 0.06636364
= 0.9336