ahixyz 发表于 2010-7-21 10:44 
147. The amount of a claim that a car insurance company pays out follows an exponential distribution. By imposing a deductible of d, the insurance company reduces the expected claim payment by 10%. Calculate the percentage reduction on the variance of the claim payment.
(A) 1%
(B) 5%
(C) 10%
(D) 20%
(E) 25%
147. Key: A
Let X denote the amount of a claim before application of the deductible. Let Y denote the amount of a claim payment after application of the deductible. Let
k be the mean of X, which because X is exponential, implies that k^2 is the variance of X and E(X^2)=2k^2. By the memoryless property of the exponential distribution, the conditional distribution of the portion of a claim above the deductible given that the claim exceeds the deductible is an exponential distribution with mean k. Given that E(Y)=0.9k, this implies that the probability of a claim exceeding the deductible is 0.9 and thus E(Y^2)=0.9*2k^2=1.8k^2.
我不太理解为什么 E(Y^2)=0.9*2k^2=1.8k^2。麻烦大家赐教~
Keep in mind:
Y = 0 if X<=d
Y = X-d if X > d
Then:
E(Y^2)
= Pr(X>d) E(Y^2| X>d) + Pr(X<=d) * E(Y^2| X<=d)
=Pr(X>d) E(Y^2| X>d) + 0
= 0.9 E((X-d)^2| X>d)
= 0.9 E(X^2)
= 0.9 * 2k^2
= 1.8 k^2