In: Statistics and Probability
The following three games are scheduled to be played at the
World Curling Championship one morning. The values in parentheses
are the probabilities of each team winning their respective
game.
Game 1: Finland (0.2) vs. Canada (0.8)
Game 2: USA (0.3) vs. Switzerland (0.7)
Game 3: Germany (0.4) vs. Japan (0.6)
(a) The outcome of interest is the set of winners for each of the
three games. List the complete sample space of outcomes and
calculate the probability of each outcome.
(b) Let X be the number of European teams that win their respective games. Find the probability distribution of X.
(c) Find the expected value and variance of X.
(d) If two European teams win their games, what is the probability that Finland is one of them?
Solution
For convenience in presentation, let F, C, U, S, G and J represent Finland, Canada, USA, Switzerland, Germany and Japan respectively.
Back-up Theory
If a discrete random variable, X, has probability function, p(x), x = x1, x2, …., xn, then
Mean (average) of X = E(X) = µ = Σ{x.p(x)} summed over all possible values of x…..…. (1)
E(X2) = Σ{x2.p(x)} summed over all possible values of x…………………………………..(2)
Variance of X = Var(X) = σ2 = E[{X – E(X)}2] = E(X2) – {E(X)}2………………....………..(3)
Standard Deviation of X = SD(X) = σ = sq.rt of Var(X) …………………..………………..(4)
Now, to work out the solution,
Game 1: Finland (0.2) vs. Canada (0.8)
Game 2: USA (0.3) vs. Switzerland (0.7)
Game 3: Germany (0.4) vs. Japan (0.6)
Part (a)
Sample space and probability
Under sample space, the letter represents the winners in the first, second and the third games in that order.
# |
SS |
Probability |
|
1 |
FUG |
0.2 x 0.3 x 0.4 |
= 0.024 |
2 |
FUJ |
0.2 x 0.3 x 0.6 |
= 0.036 |
3 |
FSG |
0.2 x 0.7 x 0.4 |
= 0.056 |
4 |
FSJ |
0.2 x 0.7 x 0.6 |
= 0.084 |
5 |
CUG |
0.8 x 0.3 x 0.4 |
= 0.096 |
6 |
CUJ |
0.8 x 0.3 x 0.6 |
= 0.144 |
7 |
CSG |
0.8 x 0.7 x 0.4 |
= 0.224 |
8 |
CSJ |
0.8 x 0.7 x 0.6 |
= 0.336 |
Total |
1.000 |
Note: Sum of probabilities of any probability distribution MUST be one. CHECK
DONE Answer 1
Part (b)
European teams are: F, S and G
So, X can take 4 possible values, namely 0, 1, 2, 3
Probability Distribution X
x |
p(x) |
Row Referance of Above Table |
0 |
0.144 |
6 |
1 |
0.468 |
2, 5, 8 |
2 |
0.332 |
1, 4, 7, |
3 |
0.056 |
3 |
Total |
1.000 |
Note: Sum of probabilities of any probability distribution MUST be one. CHECK
DONE Answer 2
Part (c)
Vide (1),
Expected value = 1.3 Answer 3
Vide (3),
Variance = 2.3 – 1.32
= 0.61 Answer 4
Details
x |
p(x) |
Row Referance of Above Table |
x.p(x) |
x2.p(x) |
0 |
0.144 |
6 |
0 |
0 |
1 |
0.468 |
2, 5, 8 |
0.468 |
0.468 |
2 |
0.332 |
1, 4, 7, |
0.664 |
1.328 |
3 |
0.056 |
3 |
0.168 |
0.504 |
Total |
1.000 |
1.300 |
2.3 |
Part (d)
Two European teams win => X = 2 [vide Part (b)]
Again, vide vide Part (b) Table,
Against, X = 2,the last column says 3 possibilities, namely,
1 |
FUG |
4 |
FSJ |
7 |
CSG |
Out of 3 possibilities, F appears twice. Hence, the required probability = 2/3 Answer 5
DONE