Shapley value (fast)

Calculates Shapley value
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Aggiornato 25 gen 2017

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Speed (Intel Core i7, 2.2 GHz, 8 GM RAM, 64-bit)
n = 2: 0.433 ms
n = 3: 0.439 ms
n = 4: 0.542 ms
n = 5: 0.671 ms
n = 6: 0.810 ms
n = 7: 1.032 ms
n = 8: 1.306 ms
Inputs:
v:
(1, 2^n-1)
worth of each coalition
(expected sum of payoffs for the members in a coalition)
originalcoalitions:
(2^n-1, n)
OPTIONAL
if coalitions are not following the order of binary
numbers (see example below)
firstplayer:
string
OPTIONAL
'left' / 'right' (default)
'left', if the first player is denoted by
[1, 0, 0, ..., 0] in originalcoalitions, and right,
if it is denoted by [0, ... 0, 0, 1]
Output:
vector of n elements [value for player_1, player_2,..., player_n]

CONSTRUCTING THE INPUT VECTOR
Binary numbers represent the coalitions.
For example, for n = 3 players,
binary numbers from 1 to 2^n-1: [001, 010, 011, 100, 101, 110, 111]
Coalitions: {1}, {2}, {1, 2}, {3}, {1, 3}, {2, 3}, {1, 2, 3}
So v = [payoff for {1}, payoff for {2}, payoff for {1, 2}, payoff for {3},...]

[player_3, player_2, player_1]
c = [0, 0, 1;
0, 1, 0;
0, 1, 1;
1, 0, 0;
1, 0, 1;
1, 1, 0;
1, 1, 1];
v = [0, 0, 0, 0, 1, 1, 1];
shapley(v)
shapley(v, c, 'right')

In case coalitions are ordered differently:
[player_3, player_2, player_1]
c = [1, 1, 1;
0, 1, 0;
1, 0, 0;
0, 1, 1;
1, 0, 1;
1, 1, 0;
0, 0, 1];
v = [1, 0, 0, 0, 1, 1, 0];
shapley(v, c)
shapley(v, c, 'right')

Suppose that the first player now is on the left hand side:
[player_1, player_2, player_3]
c = [1, 0, 0;
0, 1, 0;
0, 0, 1;
1, 1, 0;
1, 0, 1;
0, 1, 1;
1, 1, 1];
v = [0, 0, 0, 0, 1, 1, 1];
shapley(v, c, 'left')

INTERPRETING RESULTS
The result is a vector containing n elements:
[value for player_1, player_2, player_3] independently of the position of the first player (left/right side) in the coalition matrix

Cita come

G. Czupy (2026). Shapley value (fast) (https://it.mathworks.com/matlabcentral/fileexchange/57735-shapley-value-fast), MATLAB Central File Exchange. Recuperato .

Compatibilità della release di MATLAB
Creato con R2014a
Compatibile con qualsiasi release
Compatibilità della piattaforma
Windows macOS Linux
Versione Pubblicato Note della release
1.0.0.0

Works with previous versions of MATLAB as well.