In: Statistics and Probability
Suppose S = {p, q, r, s, t, u} and A = {p, q, s, t} and B = {r, s, t, u} are events.
x p q r s t u
p(x) 0.15 0.25 0.2 0.15 0.1
(a) Determine what must be p(s).
(b) Find p(A), p(B) and p(A∩B).
(c) Determine whether A and B are independent. Explain.
(d) Arer A and B mutually exclusive? Explain.
(e) Does this table represent a probability istribution of any
random variable? Explain.
Question (a)
x | p | q | r | s | t | u |
P(x) | 0.15 | 0.25 | 0.2 | P(s) | 0.15 | 0.1 |
Sum of all the probabiliites should be 1 for a radom variable
So P(x) = 1
0.15 + 0.25 + 0.2 + P(s) + 0.15 + 0.1 = 1
P(s) = 1 - 0.85
P(s) = 0.15
So the table looks like this after P(s) = 0.15
x | p | q | r | s | t | u |
P(x) | 0.15 | 0.25 | 0.2 | 0.15 | 0.15 | 0.1 |
Question (b)
P(S) = P(p) + P(q) +P(r) + P(s) +P(t) +P(u)
= 0.15 + 0.25 + 0.2 + 0.15 + 0.15 + 0.1
= 1
P(A) = P(p) + P(q) + P(s) +P(t)
= 0.15 + 0.25 + 0.15 + 0.15
= 0.7
P(B) = P(r) + P(s) +P(t) +P(u)
= 0.2 + 0.15 + 0.15 + 0.1
= 0.6
P(AB) = P(s) +P(t)
= 0.15 + 0.15
= 0.3
Question (c)
A and B are independent if P(A) * P(B) = P(AB)
Here P(A) * P(B) = 0.7 * 0.6 = 0.42
P(AB) = 0.3
P(A) * P(B) P(AB)
Hence A and B are not independent
Question (d)
A and B are mutually exlcusive if P(AB) = 0
Here P(AB) = 0.3
So A and B are not mutually exlcusive
Question (e)
x | p | q | r | s | t | u |
P(x) | 0.15 | 0.25 | 0.2 | 0.15 | 0.15 | 0.1 |
The table represents the probability distribution of random variable S here.
Since the sum of the probabilities of all the outcomes of S is 1
If the sum of the probabilities of all the outcomes is 1, then it is considered to be a random variable,
S is the random vairable here