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Shapley value
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=== Glove game === The glove game is a coalitional game where the players have left- and right-hand gloves and the goal is to form pairs. Let :<math>N = \{1, 2, 3\},</math> where players 1 and 2 have right-hand gloves and player 3 has a left-hand glove. The value function for this coalitional game is :<math> v(S) = \begin{cases} 1 & \text{if }S \in \left\{ \{1,3\},\{2,3\},\{1,2,3\} \right\};\\ 0 & \text{otherwise}.\\ \end{cases} </math> The formula for calculating the Shapley value is :<math>\varphi_i(v)= \frac{1}{|N|!}\sum_R\left [ v(P_i^R \cup \left \{ i \right \}) - v(P_i^R) \right ],</math> where {{mvar|R}} is an ordering of the players and <math>P_i^R</math> is the set of players in {{mvar|N}} which precede {{mvar|i}} in the order {{mvar|R}}. The following table displays the marginal contributions of Player 1. :<math> \begin{array}{|c|r|} \text{Order }R\,\! & MC_1 \\ \hline {1,2,3} &v(\{1\}) - v(\varnothing) = 0 - 0 = 0 \\ {1,3,2} &v(\{1\}) - v(\varnothing) = 0 - 0 = 0 \\ {2,1,3} &v(\{1,2\}) - v(\{2\}) = 0 - 0 = 0 \\ {2,3,1} &v(\{1,2,3\}) - v(\{2,3\}) = 1 - 1 = 0 \\ {3,1,2} &v(\{1,3\}) - v(\{3\}) = 1 - 0 =1 \\ {3,2,1} &v(\{1,3,2\}) - v(\{3,2\}) = 1 - 1 = 0 \end{array} </math> Observe :<math>\varphi_1(v)= \!\left(\frac{1}{6}\right)(1)=\frac{1}{6}.</math> By a symmetry argument it can be shown that :<math>\varphi_2(v)=\varphi_1(v)=\frac{1}{6}.</math> Due to the efficiency axiom, the sum of all the Shapley values is equal to 1, which means that :<math>\varphi_3(v) = \frac{4}{6} = \frac{2}{3}.</math>
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