Hodge decomposition and the Shapley value of a cooperative game
Abstract
We show that a cooperative game may be decomposed into a sum of component games, one for each player, using the combinatorial Hodge decomposition on a graph. This decomposition is shown to satisfy certain efficiency, null-player, symmetry, and linearity properties. Consequently, we obtain a new characterization of the classical Shapley value as the value of the grand coalition in each player's component game. We also relate this decomposition to a least-squares problem involving inessential games (in a similar spirit to previous work on least-squares and minimum-norm solution concepts) and to the graph Laplacian. Finally, we generalize this approach to games with weights and/or constraints on coalition formation.
- Publication:
-
arXiv e-prints
- Pub Date:
- September 2017
- DOI:
- 10.48550/arXiv.1709.08318
- arXiv:
- arXiv:1709.08318
- Bibcode:
- 2017arXiv170908318S
- Keywords:
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- Computer Science - Computer Science and Game Theory;
- Mathematics - Combinatorics;
- 91A12;
- 05C90
- E-Print:
- 21 pages