In: Statistics and Probability
The chance a home owners is insured against an earthquake is .35. A sample of four homeowners is selected at random. Suppose X is a random variable that is modeled by a binomial distribution which describes the number of homeowners out of four that have insurance. Find the probability mass function of X when x = 0, 1, 2, 3, and 4. Then find what is the most likely value of x. Find the probability that at most 1 of the four selected have earthquake insurance. Find the probability that at least two of the 4 selected have earthquake insurance. Find the expected value of x and find the standard deviation of x.
since here we have to use binomial distribution with n=4 and p=0.35
now we need to know the formula of the theorem 1st
P(X=x) = nCx * p^x * q^(n-x)
Where p is the prob. of success
q is the prob. of failure
Here in this question p=0.35 q=1-p=0.65 n=4
Substitute x=0 to 4 and we get PMF
P(X=0)= 4C0 * 0.35^0 *0.65^4 =0.1785063
Same way we get
PMF
X=0 | X=1 | X=2 | X=3 | X=4 |
0.1785063 | 0.384475 | 0.31053750 | 0.11147500 | 0.01500625 |
Most likely value = Pi*Xi =0*0.17850625 +1*0.38447500+2*0.31053750+3*0.11147500+4*0.01500625 =1.4
probability that at most 1 of the four selected have earthquake insurance.
= P(X=0)+P(X=1)
=0.17850625 + 0.38447500
=0.5629812
the probability that at least two of the 4 selected have earthquake insurance
=1-[P(X=0)+P(X=1)]
=1-(0.5629812)
=0.4370188
std deviation =sqrt( Pi*(Xi-X')^2)
=sqrt(0.1785*(0-1.4)^2+0.384475*(1-1.4)^2+0.31053750*(2-1.4)^2+0.11147500*(3-1.4)^2+0.01500625*(4-1.4)^2)
=0.9539328