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The number of people arriving for treatment at an emergency room can be modeled by a Poisson process with a rate parameter of four per hour. (a) What is the probability that exactly three arrivals occur during a particular hour? (Round your answer to three decimal places.) (b) What is the probability that at least three people arrive during a particular hour? (Round your answer to three decimal places.) (c) How many people do you expect to arrive during a 30-min period?people

1 Answer

5 votes

Answer:

a) 0.195 = 19.5% probability that exactly three arrivals occur during a particular hour.

b) 0.762 = 76.2% probability that at least three people arrive during a particular hour

c) 2 people.

Explanation:

In a Poisson distribution, the probability that X represents the number of successes of a random variable is given by the following formula:


P(X = x) = (e^(-\mu)*\mu^(x))/((x)!)

In which

x is the number of sucesses

e = 2.71828 is the Euler number


\mu is the mean in the given interval.

Poisson process with a rate parameter of four per hour.

This means that
\mu = 4.

(a) What is the probability that exactly three arrivals occur during a particular hour?

This is P(X = 3). So


P(X = x) = (e^(-\mu)*\mu^(x))/((x)!)


P(X = 3) = (e^(-4)*4^(3))/((3)!) = 0.195

0.195 = 19.5% probability that exactly three arrivals occur during a particular hour.

(b) What is the probability that at least three people arrive during a particular hour?

Either less than three people arrive during a particular hour, or at least three does. The sum of the probabilities of these outcomes is 1. So


P(X < 3) + P(X \geq 3) = 1

We want
P(X \geq 3) = 1 - P(X < 3), in which


P(X < 3) = P(X = 0) + P(X = 1) + P(X = 2). So


P(X = x) = (e^(-\mu)*\mu^(x))/((x)!)


P(X = 0) = (e^(-4)*4^(0))/((0)!) = 0.018


P(X = 1) = (e^(-4)*4^(1))/((1)!) = 0.073


P(X = 2) = (e^(-4)*4^(2))/((2)!) = 0.147

So


P(X < 3) = P(X = 0) + P(X = 1) + P(X = 2) = 0.018 + 0.073 + 0.147 = 0.238


P(X \geq 3) = 1 - P(X < 3) = 1 - 0.238 = 0.762

0.762 = 76.2% probability that at least three people arrive during a particular hour.

c) How many people do you expect to arrive during a 30-min period?

One hour, 4 people

Half an hour = 30 min = 4/2 = 2 people.

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