In: Math
1) 75% of adult smokers started smoking before turning 18 years in a population. A random sample of 30 smokers 18 years or older are selected and the number of smokers who started smoking
before 18 is recorded.
1) Find the probability that exactly 7 are smokers.
2) Find the probability that at least 5 are smokers.
3) Find the probability that fewer than 3 are smokers.
4) Find the probability that between 4 and 7 of them, inclusive, are smokers.
5) Find the mean and standard deviation of this binomial experiment.
6) The mean value for an event X to occur is 2 in a day. Find the probability of event X to happen 3 times in a day.
8) Find the probability mass function of Poisson distribution.
Define moment generating function for discrete and continuous distribution.
9) Find the mean and variance of Poisson distribution using MGF.
Binomial distribution used, n=30, p=0.75
P( x=7) =0.0000
P( x >=5) =1.000
P( x <3) =0.000
P( 4<x<7) = P( x=4)+P( x=5)+P( x=6)+P( x=7)
Expectation = np = 22.5
Variance = np(1 - p) = 5.625
Standard deviation = 2.3717
6)The mean value for an event X to occur is 2 in a day. Find the probability of event X to happen 3 times in a day.
Poisson distribution used. λ=2 and x=3
P(X=x) = e-l lx / x!
Mean =2
P( x=3) = 0.1804
Binomial Probabilities |
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Data |
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Sample size |
30 |
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Probability of an event of interest |
0.75 |
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Statistics |
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Mean |
22.5 |
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Variance |
5.6250 |
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Standard deviation |
2.3717 |
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Binomial Probabilities Table |
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X |
P(X) |
P(<=X) |
P(<X) |
P(>X) |
P(>=X) |
|
0 |
0.0000 |
0.0000 |
0.0000 |
1.0000 |
1.0000 |
|
1 |
0.0000 |
0.0000 |
0.0000 |
1.0000 |
1.0000 |
|
2 |
0.0000 |
0.0000 |
0.0000 |
1.0000 |
1.0000 |
|
3 |
0.0000 |
0.0000 |
0.0000 |
1.0000 |
1.0000 |
|
4 |
0.0000 |
0.0000 |
0.0000 |
1.0000 |
1.0000 |
|
5 |
0.0000 |
0.0000 |
0.0000 |
1.0000 |
1.0000 |
|
6 |
0.0000 |
0.0000 |
0.0000 |
1.0000 |
1.0000 |
|
7 |
0.0000 |
0.0000 |
0.0000 |
1.0000 |
1.0000 |
|
8 |
0.0000 |
0.0000 |
0.0000 |
1.0000 |
1.0000 |
|
9 |
0.0000 |
0.0000 |
0.0000 |
1.0000 |
1.0000 |
|
10 |
0.0000 |
0.0000 |
0.0000 |
1.0000 |
1.0000 |
|
11 |
0.0000 |
0.0000 |
0.0000 |
1.0000 |
1.0000 |
|
12 |
0.0000 |
0.0001 |
0.0000 |
0.9999 |
1.0000 |
|
13 |
0.0002 |
0.0002 |
0.0001 |
0.9998 |
0.9999 |
|
14 |
0.0006 |
0.0008 |
0.0002 |
0.9992 |
0.9998 |
|
15 |
0.0019 |
0.0027 |
0.0008 |
0.9973 |
0.9992 |
|
16 |
0.0054 |
0.0082 |
0.0027 |
0.9918 |
0.9973 |
|
17 |
0.0134 |
0.0216 |
0.0082 |
0.9784 |
0.9918 |
|
18 |
0.0291 |
0.0507 |
0.0216 |
0.9493 |
0.9784 |
|
19 |
0.0551 |
0.1057 |
0.0507 |
0.8943 |
0.9493 |
|
20 |
0.0909 |
0.1966 |
0.1057 |
0.8034 |
0.8943 |
|
21 |
0.1298 |
0.3264 |
0.1966 |
0.6736 |
0.8034 |
|
22 |
0.1593 |
0.4857 |
0.3264 |
0.5143 |
0.6736 |
|
23 |
0.1662 |
0.6519 |
0.4857 |
0.3481 |
0.5143 |
|
24 |
0.1455 |
0.7974 |
0.6519 |
0.2026 |
0.3481 |
|
25 |
0.1047 |
0.9021 |
0.7974 |
0.0979 |
0.2026 |
|
26 |
0.0604 |
0.9626 |
0.9021 |
0.0374 |
0.0979 |
|
27 |
0.0269 |
0.9894 |
0.9626 |
0.0106 |
0.0374 |
|
28 |
0.0086 |
0.9980 |
0.9894 |
0.0020 |
0.0106 |
|
29 |
0.0018 |
0.9998 |
0.9980 |
0.0002 |
0.0020 |
|
30 |
0.0002 |
1.0000 |
0.9998 |
0.0000 |
0.0002 |