In a tennis match, with the score at deuce, the game is won by the first player who gets a clear lead of two points.If the probability that given player wins a particular point isθ, and all points are played independently, what is the probability that player eventually wins the game
Solution:
Let us define
- sample space "\\Omega" to consist of all possible infinite sequences of points;
- event "W_{i}" - nominated player wins the i th point;
- event "V_{i}" - nominated player wins the game on the i th point;
- event V - nominated player wins the game.
We want P(V). The events "\\left\\{W_{1}, W_{1}^{\\prime}\\right\\}" partition "\\Omega" , and thus, by the Theorem of Total Probability
"P(V)=P\\left(V \\mid W_{1}\\right) P\\left(W_{1}\\right)+P\\left(V \\mid W_{1}^{\\prime}\\right) P\\left(W_{1}^{\\prime}\\right)" ...(1)
Now "P\\left(W_{1}\\right)=\\theta" and "P\\left(W_{1}^{\\prime}\\right)=1-\\theta" . To get "P\\left(V \\mid W_{1}\\right)" and "P\\left(V \\mid W_{1}^{\\prime}\\right)" , we need to further condition on the result of the second point, and again use the Theorem: for example
"\\begin{aligned}\n\nP\\left(V \\mid W_{1}\\right) &=P\\left(V \\mid W_{1} \\cap W_{2}\\right) P\\left(W_{2} \\mid W_{1}\\right)+P\\left(V \\mid W_{1} \\cap W_{2}^{\\prime}\\right) P\\left(W_{2}^{\\prime} \\mid W_{1}\\right) \\\\\n\nP\\left(V \\mid W_{1}^{\\prime}\\right) &=P\\left(V \\mid W_{1}^{\\prime} \\cap W_{2}\\right) P\\left(W_{2} \\mid W_{1}^{\\prime}\\right)+P\\left(V \\mid W_{1}^{\\prime} \\cap W_{2}^{\\prime}\\right) P\\left(W_{2}^{\\prime} \\mid W_{1}^{\\prime}\\right)\n\n\\end{aligned}"
...(2)
where
"\\begin{array}{ll}\nP\\left(V \\mid W_{1} \\cap W_{2}\\right)=1, & P\\left(W_{2} \\mid W_{1}\\right)=P\\left(W_{2}\\right)=\\theta \\\\\nP\\left(V \\mid W_{1} \\cap W_{2}^{\\prime}\\right)=P(V), & P\\left(W_{2}^{\\prime} \\mid W_{1}\\right)=P\\left(W_{2}^{\\prime}\\right)=1-\\theta, \\\\\nP\\left(V \\mid W_{1}^{\\prime} \\cap W_{2}\\right)=P(V), & P\\left(W_{2} \\mid W_{1}^{\\prime}\\right)=P\\left(W_{2}\\right)=\\theta \\\\\nP\\left(V \\mid W_{1}^{\\prime} \\cap W_{2}^{\\prime}\\right)=0, & P\\left(W_{2}^{\\prime} \\mid W_{1}^{\\prime}\\right)=P\\left(W_{2}^{\\prime}\\right)=1-\\theta,\n\\end{array}"
as,
given "W_{1} \\cap W_{2}" : the game is over, and the nominated player has won given "W_{1} \\cap W_{2}^{\\prime}" : the game is back at deuce given "W_{1}^{\\prime} \\cap W_{2}" : the game is back at deuce given "W_{1}^{\\prime} \\cap W_{2}^{\\prime}" } : the game is over, and the player has lost
and the results of successive points are independent. Thus
"\\begin{aligned}\n\nP\\left(V \\mid W_{1}\\right) &=(1 \\times \\theta)+(P(V) \\times(1-\\theta))=\\theta+(1-\\theta) P(V) \\\\\n\nP\\left(V \\mid W_{1}^{\\prime}\\right) &=(P(V) \\times \\theta)+0 \\times(1-\\theta)=\\theta P(V)\n\n\\end{aligned}"
Hence, combining (1) and (2), we get
"\\begin{array}{c}\n\nP(V)=(\\theta+(1-\\theta) P(V)) \\theta+\\theta P(V)(1-\\theta)=\\theta^{2}+2 \\theta(1-\\theta) P(V) \\\\\n\\end{array}"
"\\Rightarrow P(V)=\\frac{\\theta^{2}}{1-2 \\theta(1-\\theta)}"
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