The Operator Approach to Entropy Games

Entropy games and matrix multiplication games have been recently introduced by Asarin et al. They model the situation in which one player (Despot) wishes to minimize the growth rate of a matrix product, whereas the other player (Tribune) wishes to maximize it. We develop an operator approach to entr...

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Veröffentlicht in:Theory of computing systems 2019-07, Vol.63 (5), p.1089-1130
Hauptverfasser: Akian, Marianne, Gaubert, Stéphane, Grand-Clément, Julien, Guillaud, Jérémie
Format: Artikel
Sprache:eng
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Zusammenfassung:Entropy games and matrix multiplication games have been recently introduced by Asarin et al. They model the situation in which one player (Despot) wishes to minimize the growth rate of a matrix product, whereas the other player (Tribune) wishes to maximize it. We develop an operator approach to entropy games. This allows us to show that entropy games can be cast as stochastic mean payoff games in which some action spaces are simplices and payments are given by a relative entropy (Kullback-Leibler divergence). In this way, we show that entropy games with a fixed number of states belonging to Despot can be solved in polynomial time. This approach also allows us to solve these games by a policy iteration algorithm, which we compare with the spectral simplex algorithm developed by Protasov.
ISSN:1432-4350
1433-0490
DOI:10.1007/s00224-019-09925-z