In: Statistics and Probability
Answer:
Given Data,
Boris and Natasha agree to play the following game. They will flip a (fair) coin 5 times in a row. They will compute S = (number of heads H – number of tails T).
The Natasha agree to play flip a coin 5 time. Possible outcomes are,
(i) 5 heads ,0 tails
(ii) 4 heads, 1 tails
(iii) 3 heads,2 tails
(iv) 2 heads, 3 tails
(v) 1 head, 4 tails
(vi) 0 heads,5 tails
S=Number of H-Number of tails.
Hence,probability distinct of S
S | -5 | -4 | -3 | -2 | -1 | 0 | 1 | 2 | 3 | 4 | 5 |
P(S=s) | 1/32 | 0 | 5/32 | 0 | 10/32 | 0 | 10/32 | 0 | 5/32 | 0 | 1/32 |
Here, X Bin(5,1/2).
P(X=n)=(5x)(1/2)5
Here X=Number of Heads
P(S=-5)=P(0 head,5 tails):
P(X=0)=1/32
P(x=5)=P(S=5)
P(S=-3)=P(1 head,4 tails):
P(X=1)=(51)(1/2)5=5/32
P(X=4)=P(S=3)
P(S=-3)=P(2 head,3 tails):
P(X=2)=10/32
P(X=3)=P(S=1)
Therefore, remember that the binomial distribution is symmetric when p=1/2.
Distribution of S
S | -5 | -3 | -1 | 1 | 3 | 5 |
P(S=s) | 1/32 | 5/32 | 10/32 | 10/32 | 5/32 | 1/32 |
The value multiplied by corresponding probability.
Graph of Natasha's Payoff:
(b).
On an average Natasha is willing to give Boris no amount of money as the expectation represents.
Best case for Natasha is 5 Heads,0 Tails.
Worst case for Natasha is 0 Heads, 5 Tails
(c).
Here,Game slightly changes Natasha is gainer only, she have to pay nothing now.
S=0,1,3,5
Now, P(S=0)
=P[(2H,3T),(1H,4T),(0H,5T)]
=16/32=1/2
P(S=1)=10/32
P(S=3)=5/32
P(X=5)=1/32
Hence now,
Graph:
This graph remains that now Natasha is only gainer she have total probability in her favour that she will lose with 0 probability.
(d).
Natasha will gain 15/16 amount of money on an average . In the last case Natasha will have to pay nothing since she have no chance of losing.
So, now best outcome for her is 5 head and no tails and worst outcome is all the outcomes where number of heads is less than number of tails since in those outcomes she will gain nothing