Consider a joint PMF for the results of a study that compared the number of micro-strokes a patient suffered in a year (F) and an index (S) that characterizes the stress the person is exposed to. This PMF represents the probability of a randomly picked person from the studied population having F=f micro-strokes and S=s stress index.
f=0 | f=1 | f=2 | f=3 | |
s=1 | 0.1 | 0.04 | 0.04 | 0.02 |
s=2 | 0.25 | 0.1 | 0.12 | 0.03 |
s=3 | 0.15 | 0.06 | 0.03 | 0.06 |
The probabilities are zero for all other values of S and F.
a) Show the table above represents a proper PMF.
b) Calculate the marginal probabilities for S and F and plot.
c) What is the probability a person in the study has had 0 micro-strokes and what is the probability a person in the study has had at least one micro-stroke?
d) What is the probability a person in the study has stress index 2 or above and 2 or more micro-strokes? Are S and F independent? Justify
a)
f=0 | f=1 | f=2 | f=3 | ||
s=1 | 0.1 | 0.04 | 0.04 | 0.02 | 0.2 |
s=2 | 0.25 | 0.1 | 0.12 | 0.03 | 0.5 |
s=3 | 0.15 | 0.06 | 0.03 | 0.06 | 0.3 |
0.5 | 0.2 | 0.19 | 0.11 | 1 |
since each probability >= 0
ans sum of probability = 1
hence this is valid pmf
b)
s | p |
1 | 0.2 |
2 | 0.5 |
3 | 0.3 |
f | p |
0 | 0.5 |
1 | 0.2 |
2 | 0.19 |
3 | 0.11 |
c)
P(f = 0) = 0.5
P(f >= 1) = 1- P(f = 0) = 0.5
d)
P(S >= 2 and f >= 2)
= 0.12 + 0.03 + 0.03 + 0.06
= 0.24
P(S = 1)= 0.2
P(f = 2) = 0.19
P(s = 1 , f = 2) = 0.04
since
P(s = 1 , f = 2) P(S = 1) * P(f = 2)
S and F are not independent
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