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The length of time for one individual to be served at a cafeteria is a random variable having an exponential distribution with a mean of 4 minutes. a. Find the value of λ. b. What is the probability that a person waits for less than 3 minutes?

User Niraj Shah
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1 Answer

5 votes

Answer:

a) 0.25

b) 52.76% probability that a person waits for less than 3 minutes

Explanation:

Exponential distribution:

The exponential probability distribution, with mean m, is described by the following equation:


f(x) = \lambda e^(-\lambda x)

In which
\lambda = (1)/(m) is the decay parameter.

The probability that x is lower or equal to a is given by:


P(X \leq x) = \int\limits^a_0 {f(x)} \, dx

Which has the following solution:


P(X \leq x) = 1 - e^(-\mu x)

The probability of finding a value higher than x is:


P(X > x) = 1 - P(X \leq x) = 1 - (1 - e^(-\mu x)) = e^(-\mu x)

In this question:


m = 4

a. Find the value of λ.


\lambda = (1)/(m) = (1)/(4) = 0.25

b. What is the probability that a person waits for less than 3 minutes?


P(X \leq 3) = 1 - e^(-0.25*3) = 0.5276

52.76% probability that a person waits for less than 3 minutes

User Jacek Blaszczynski
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