In: Statistics and Probability
Suppose that at the beginning of March, a new strain of flu, flu-A, emerges and begins to spread through U-College undergraduates.
The symptoms of Flu-A are like the common flu, flu-B, and other respiratory illnesses. It is thought that the infection rate of Flu-A will be similar to that of Flu-A at other colleges, but that the disease will be much less deadly. Flu-A is expected to infect about 20 out of every 1,000 undergraduate students per month for the rest of the semester, while the flu-B is expected to infect about 30 out of every 1,000 undergraduates per month for the rest of the semester.
Assume that this rate remains the same for each of the remaining months in the semester (March, April, and May). There are currently 6,800 U-College undergraduates on campus.
You may assume that infection with Flu-A is independent of infection with the flu-B.
The above problem can be regarded as a problem of bernoulli distribution with success if u contract the flu and failure otherwise. Let Xi ~ Bernoulli(p1); p1=probability of ith roommate contracting flu-A per month; Thus E(X)=20/1000=p1. Similarly, Yi ~ Bernoulli(p2); p2=probability of ith roommate contracting flu-B; Thus E(X)=30/1000=p2; i=1,2,3
Thus, assuming that the contraction of either flu to 1 roommate is independent to that of the other. (I.e X1,X2,X3 are independent bernouli trials. and Y1,Y2,Y3 are also independent bernoulli trials). Thus, and follow binomial distribution.
P(all roommates avoiding flu A and flu B by the end of month)=P(All roommates avoid flu A all roommates avoid flu B)
=P(all roommates avoid flu A).P(all roommates avoid flu B)..........assuming infection with Flu-A is independent of infection with the flu-B
= = 0.859
Assumptions are needed as without the assumption of independence of bernoulli trials, sum will not follow binomial distribution. and without assuming that flu A is independent of infection by flu B we will not be abe to calculate intersection probability.
E(infection to one student per month)=0.02
E(infection to 6800 students over 3 months)=4080.
thus, 4080 students are expected to contract flu A over next 3 months