In: Statistics and Probability
A box contains 20 chips. 8 of these chips have a value of $5 and the others have no value. We randomly pick 3 chips from the box and putting them back after each draw.
A = Number of chips of $5 after 2 draws.
What is the distribution of A?
Solution
Back-up Theory
Number of ways of selecting r things out of n things is given by nCr = (n!)/{(r!)(n - r)!}….....................................…(1)
Values of nCr can be directly obtained using Excel Function: Math & Trig COMBIN….......................................…. (1a)
Probability of an event E, denoted by P(E) = n/N ……......................................................................…………………(2)
where n = n(E) = Number of outcomes/cases/possibilities favourable to the event E and
N = n(S) = Total number all possible outcomes/cases/possibilities.
Now, to work out the solution,
Vide (1),
Number of ways of selecting 3 chips out of 20 chips = 20C3 = 1140. [vide (1a)]
So, vide (2), N = 1140 ............................................................................................................................................. (3)
For a single draw of picking 3 chips, let A1 = Number of chips of $5 in the first draw.
A1 = 0 => all 3 chips are $0 chips => Number of ways of selecting 3 chips out of 12 $0 chips = 12C3 = 220. [vide (1a)].
This is n vide (1). Hence , vide (1) and (3), P(A1 = 0) = 220/1140 = 0.1930
A1 = 1 => 1 chips is $5 and 2 are $0 chips => Number of ways of selecting 1 chip out of 8 $5 chips and 2 chips out of 12 $0 chips = (8C1) x (12C2)= 8 x 66. [vide (1a)] = 528. This is n vide (1). Hence , vide (1) and (3), P(A1 = 1) = 528/1140 = 0.4632
A1 = 2 => 2 chips are $5 and 1 is $0 chips => Number of ways of selecting 2 chips out of 8 $5 chips and 1 chip out of 12 $0 chips = (8C2) x (12C1)= 28 x 12. [vide (1a)] = 336. This is n vide (1). Hence , vide (1) and (3), P(A1 = 2) = 336/1140 = 0.2947
A1 = 3 => all 3 chips are $5 chips => Number of ways of selecting 3 chips out of 8 $5 chips = 8C3 = 56. [vide (1a)]
This is n vide (1). Hence , vide (1) and (3), P(A1 = 3) = 56/1140 = 0.0492
If A2 = Number of chips of $5 in the second draw, probability distribution of A2 is identical to that of A1 as given above.
Now, A = A1 + A2 and P(A) = P(A1) x P(A2).
All possible values of A and the corresponding probabilities are given in the following Table.
A1 |
A2 |
A |
P(A) |
0 |
0 |
0 |
0.0372 |
0 |
1 |
1 |
0.0894 |
0 |
2 |
2 |
0.0569 |
0 |
3 |
3 |
0.0095 |
1 |
0 |
1 |
0.0894 |
1 |
1 |
2 |
0.2145 |
1 |
2 |
3 |
0.1365 |
1 |
3 |
4 |
0.0228 |
2 |
0 |
2 |
0.0569 |
2 |
1 |
3 |
0.1365 |
2 |
2 |
4 |
0.0869 |
2 |
3 |
5 |
0.0145 |
3 |
0 |
3 |
0.0095 |
3 |
1 |
4 |
0.0228 |
3 |
2 |
5 |
0.0145 |
3 |
3 |
6 |
0.0024 |
From the above we derive the probability distribution of A as given below;
A |
P(A) |
0 |
0.0372 |
1 |
0.1788 |
2 |
0.3283 |
3 |
0.2920 |
4 |
0.1324 |
5 |
0.0290 |
6 |
0.0024 |
Total |
1.0000 |
Answer
DONE