Question #339649

For each day, independent of the others, the length of time for one individual to be servedat a cafeteria is a random variable having an exponential distribution with a mean of 4 minutes. What is the probability that a person is served in less than 3 minutes on at least 4 of the next 6 days?


1
Expert's answer
2022-05-18T12:57:57-0400

First, we find the probability that a person is served in less than 3 minutes on a single day, using the exponential distribution.

Exponential distribution:

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

f(x)=μeμxf(x)=\mu e^{-\mu x}

in which μ=1/m\mu=1/m is the decay parameter.

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

P(Xx)=1eμxP(X\le x)=1-e^{-\mu x}

In this problem, mean of 4 minutes, hence m=4,μ=0.25m=4, \mu=0.25

The probability that a person is served in less than 3 minutes on a single day is:

P(X3)=1e0.25(3)=0.5276P(X\le 3)=1-e^{-0.25(3)}=0.5276

Now, for the 6 days, we use the binomial distribution:

P(X=x)=Cn,xpx(1p)nxP(X=x)=C_{n,x}p^x(1-p)^{n-x}

Cn,x=n!x!(nx)!C_{n,x}=\frac {n!} {x!(n-x)!}

The parameters are:

  • x is the number of successes.
  • n is the number of trials
  • p is the probability of a success on a single trial.

In this problem n=6n=6 , p=0.5276p=0.5276 .

Hence, P(X4)=P(X=4)+P(X=5)+P(X=6)P(X\ge4)=P(X=4)+P(X=5)+P(X=6)

P(X=4)=C6,4(0.5276)4(0.4724)2=0.2594P(X=4)=C_{6,4}*(0.5276)^4*(0.4724)^2=0.2594

P(X=5)=C6,5(0.5276)5(0.4724)1=0.1159P(X=5)=C_{6,5}*(0.5276)^5*(0.4724)^1=0.1159

P(X=6)=C6,6(0.5276)6(0.4724)0=0.0216P(X=6)=C_{6,6}*(0.5276)^6*(0.4724)^0=0.0216

Then, P(X4)=0.2594+0.1159+0.0216=0.396939.7P(X\ge 4)=0.2594+0.1159+0.0216=0.3969\approx39.7 % that a person is served in less than 3 minutes on at least 4 of the next 6 days.


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