Date | May 2018 | Marks available | 3 | Reference code | 18M.2.hl.TZ0.8 |
Level | HL only | Paper | 2 | Time zone | TZ0 |
Command term | Find | Question number | 8 | Adapted from | N/A |
Question
The discrete random variable X follows a geometric distribution Geo(\(p\)) where
\({\text{P}}\left( {X = x} \right) = \left\{ {\begin{array}{*{20}{c}}
{p{q^{x - 1}},\,{\text{for}}\,x = 1,\,2 \ldots } \\
{0,\,{\text{otherwise}}}
\end{array}} \right.\)
Show that the probability generating function of X is given by
\[G\left( t \right) = \frac{{pt}}{{1 - qt}}.\]
Deduce that \({\text{E}}\left( X \right) = \frac{1}{p}\).
Two friends A and B play a ball game with the following rules.
Each player starts with zero points. Player A serves first and then the players have alternate pairs of serves so that the service order is A, B, B, A, A, … When player A serves, the probability of her scoring 1 point is \({p_A}\) and the probability of B scoring 1 point is \({q_A}\), where \({q_A} = 1 - {p_A}\).
When player B serves, the probability of her scoring 1 point is \({p_B}\) and the probability of A scoring 1 point is \({q_B}\), where \({q_B} = 1 - {p_B}\).
Show that, after the first 6 serves, the probability that each player has 3 points is
\(\sum\limits_{x = 0}^{x = 3} {{{\left( \begin{gathered}
3 \hfill \\
x \hfill \\
\end{gathered} \right)}^2}} {\left( {{p_A}} \right)^x}{\left( {{p_B}} \right)^x}{\left( {{q_A}} \right)^{3 - x}}{\left( {{q_B}} \right)^{3 - x}}\).
After 6 serves the score is 3 points each. Play continues and the game ends when one player has scored two more points than the other player. Let N be the number of further serves required before the game ends. Given that \({p_A}\) = 0.7 and \({p_A}\) = 0.6 find P(N = 2).
Let \(M = \frac{1}{2}N\). Show that M has a geometric distribution and hence find the value of E(N).
Markscheme
\({\text{P}}\left( {X = x} \right) = p{q^{x - 1}},\,{\text{for}}\,x = 1,\,2 \ldots \)
\(G\left( t \right) = \sum\limits_{x = 1}^\infty {{t^x}} p{q^{x - 1}}\) M1
\( = pt\sum\limits_{x = 1}^\infty {{{\left( {tq} \right)}^{x - 1}}} \) A1
\( = pt\left( {1 + tq + {{\left( {tq} \right)}^2} \ldots } \right)\) M1
\( = \frac{{pt}}{{1 - tq}}\) AG
[3 marks]
\(G'\left( t \right) = \frac{{\left( {1 - tq} \right)p - pt\left( { - q} \right)}}{{{{\left( {1 - tq} \right)}^2}}}\) M1A1
\({\text{E}}\left( X \right) = G'\left( 1 \right)\) M1
\( = \frac{{\left( {1 - q} \right)p + pq}}{{{{\left( {1 - q} \right)}^2}}}\) A1
\( = \frac{1}{p}\) AG
[4 marks]
after 6 serves (3 serves each) we have ABBAAB
A serves B serves
3 wins 0 losses \({p_1} = {}^3{C_3}p_A^3q_A^0{}^3{C_0}p_B^3q_B^0\) M1A1
2 wins 1 loss \({p_2} = {}^3{C_2}p_A^2q_A^1{}^3{C_1}p_B^2q_B^1\) A1
1 win 2 losses \({p_3} = {}^3{C_1}p_A^1q_A^2{}^3{C_2}p_B^1q_B^2\) A1
0 wins 3 losses \({p_4} = {}^3{C_0}p_A^0q_A^3{}^3{C_3}p_B^0q_B^3\) A1
since \({}^3{C_0} = {}^3{C_3},\,\,{}^3{C_1} = {}^3{C_2}\)
\(\sum\limits_{x = 0}^{x = 3} {{{\left( \begin{gathered}
3 \hfill \\
x \hfill \\
\end{gathered} \right)}^2}} {\left( {{p_A}} \right)^x}{\left( {{p_B}} \right)^x}{\left( {{q_A}} \right)^{3 - x}}{\left( {{q_B}} \right)^{3 - x}}\) AG
[5 marks]
for N = 2 serves are B, A respectively
P(N = 2) = P(B wins twice) + P(A wins twice) (M1)
= 0.6 × 0.3 + 0.4 × 0.7 A1
= 0.46 A1
[3 marks]
for \(M = \frac{1}{2}N\)
\({\text{P}}\left( {M = 1} \right) = {\text{P}}\left( {N = 2} \right) = {p_M}\) M1
\({\text{P}}\left( {M = 2} \right) = {\text{P}}\left( {N = 4} \right)\)
\( = {\text{P}}\left( {\begin{array}{*{20}{c}}
{{\text{game does not end after}}} \\
{{\text{first two serves}}}
\end{array}} \right) \times {\text{P}}\left( {\begin{array}{*{20}{c}}
{{\text{game ends after}}} \\
{{\text{next two serves}}}
\end{array}} \right) = \left( {1 - {p_M}} \right){p_M}\) A1
similarly \({\text{P}}\left( {M = 3} \right) = {\left( {1 - {p_M}} \right)^2}{p_M}\) (A1)
hence \({\text{P}}\left( {M = r} \right) = {\left( {1 - {p_M}} \right)^{r - 1}}{p_M}\) A1
hence M has a geometric distribution AG
\({\text{P}}\left( {M = 1} \right) = {\text{P}}\left( {N = 2} \right) = {p_M} = 0.46\) A1
hence \({\text{E}}\left( M \right) = \frac{1}{p} = \frac{1}{{0.46}} = 2.174\)
\({\text{E}}\left( N \right) = {\text{E}}\left( {2M} \right) = 2{\text{E}}\left( M \right)\) M1
= 4.35 A1
[7 marks]