This Exam P sample reference tests Exponential Distribution. Exponential memorylessness resets the lifetime clock at the known survival time. The remaining interval is 0.30, and a mean of 0.50 gives rate 2, so the conditional survival probability is exp(-0.60)=0.548812 and choice D.
These notes identify the calculation error associated with each wrong letter when that error is reproducible.
AThe value 0.203 is approximately the unconditional interval probability P(0.40<T<0.70)=exp(-0.8)-exp(-1.4)=0.2027. It omits division by P(T>0.40).
BThe value 0.247 is the unconditional upper tail exp(-2(0.70))=0.2466. It does not use the information that the device has already survived to 0.40.
CThe value 0.449 is exp(-0.80)=0.4493, the unconditional probability of surviving past the already-observed time 0.40. It reports the conditioning event itself instead of the requested conditional probability.
EThe value 0.861 is exp[-0.50(0.30)]=0.8607. It substitutes the mean 0.50 for the exponential rate, which is its reciprocal.
Original practice · fully worked
Original variant: conditional charge for a delayed sterilization cycle
A sterilization cycle has an exponential duration with mean 5 hours. At hour 4 the cycle is still running. A maintenance agreement charges 20 credits if the cycle finishes by hour 7 and 80 credits if it finishes after hour 7. Calculate the conditional expected charge.
A 9.024
B 34.796
C 43.905
D 47.071
E 52.929
Variant answer in brief
Memorylessness makes the chance of running beyond hour 7 equal to exp(-3/5)=0.548812 after the observation at hour 4. Weighting the 20- and 80-credit charges gives 52.928698, so choice E.
Setup
Setup
Let R be the residual duration after the cycle is observed running at hour four.
R=T−4∣T>4
Model
Model
By memorylessness, the residual is exponential with the original five-hour mean.
Pr(R>3)=e−3/5=0.5488116361…
Pr(R≤3)=1−e−3/5=0.4511883639…
Compute
Compute
Weight the two possible agreement charges by the conditional completion cases.
E[C∣T>4]=20(1−e−3/5)+80e−3/5
=52.92869817…
Answer
Answer
The conditional expected charge is approximately 52.929 credits.
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