In: Statistics and Probability
A person with a cough is a persona non grata on airplanes, elevators, or at the theater. In theaters especially, the irritation level rises with each muffled explosion. According to Dr. Brian Carlin, a Pittsburgh pulmonologist, in any large audience you'll hear about 18 coughs per minute.
(b) Find the probability of four or fewer coughs (in a large auditorium) in a 1-minute period. (Use 4 decimal places.)
(c) Find the probability of at least eight coughs (in a large auditorium) in a 32-second period. (Use 4 decimal places.)
Solution:
To obtain the probability we shall use poisson distribution.
According to poisson process, the probability of occurrence of exactly x events in time t is given by,
Where, λ is rate of occurrence of the event.
Let X be a random variable which represents the number of coughs in a minute in any large audience.
We shall consider that X has poisson distribution with mean λt.
We have, λ = 18 coughs per minute
a) We have to obtain P(X ≤ 4) in t = 1 minute.
We have, λt = 18 × 1 = 18
P(X ≤ 4) = P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3) + P(X = 4)
Using poisson distribution we get,
[Since, (x0) = 1, (x1) = x, 0! = 1, 1! = 1 and n! = n×(n-1)×(n-2)×..........×1 ]
On rounding to 4 decimal places we get,
P(X ≤ 4) = 0.0001
The probability of four or fewer coughs (in a large auditorium) in a 1-minute period is 0.0001.
b) We have to obtain P(X ≥ 8) in t = 32 seconds.
32 seconds = 32/60 minutes
Hence, λt = 18 × (32/60) = 9.6
P(X ≥ 8) = 1 - P(X < 8)
P(X ≥ 8) = 1 - [P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3) + P(X = 4) + P(X = 5) + P(X = 6) + P(X = 7)]
On rounding to 4 decimal places we get,
P(X ≥ 8) = 0.7416
The probability of at least eight coughs (in a large auditorium) in a 32-second period is 0.7416.
Please rate the answer. Thank you.