Introduction to Probability & Statistics Exponential Review
Example Let X = lifetime of a machine where the life is governed by the exponential distribution. determine the probability that the machine fails within a given time period a. , x > 0, > 0 f x e ( )
Example f x e ( ) F a X ( ) Pr{ } e dx e 1 e a Exponential Life 2.0 f x e ( ) 1.8 1.6 1.4 1.2 F a X ( ) Pr{ } f(x) Density 1.0 0.8 0.6 e dx x a 0.4 0.2 0.0 0.5 1 1.5 2 2.5 3 e x a a Time to Fail 1 e a
Complementary F a X ( ) Pr{ } e dx e Exponential Life Suppose we wish to know the probability that the machine will last at least a hrs? 2.0 1.8 1.6 1.4 1.2 f(x) Density 1.0 0.8 0.6 F a X ( ) Pr{ } 0.4 0.2 0.0 e dx x a 0.5 1 1.5 2 2.5 3 a Time to Fail e a
Example Suppose for the same exponential distribution, we know the probability that the machine will last at least a more hrs given that it has already lasted c hrs. a c c+a Pr{X > a + c | X > c} = Pr{X > a + c X > c} / Pr{X > c} = Pr{X > a + c} / Pr{X > c} e c a ( )