Game theory in Clojure. This project follows the text A Course in Game Theory used for the game theory sequence through the Berkeley economics department.
The core namespace sets up the components of pure strategy game theory, including the specification of a game itself. A game is determined by the players, the actions available to each player (from which the action profiles are determined), and the utility (or payoff) functions for each player. Note that Clojure is ideal for this, since you can supply the utility functions as arguments to other functions.
Take, for example, the prisoner's dilemma game, defined as follows:
(def prisoners-dilemma
(game 2
[[:confess :deny] [:confess :deny]]
[[:confess :confess] [1, 1]]
[[:confess :deny] [4, 0]]
[[:deny :confess] [0, 4]]
[[:deny :deny] [3, 3]]))
This is a two-player game, where the player actions are identical: a player can either confess to the crime or deny involvement. The police offer the suspects a deal to try to coerce mutual confessions: "If you deny, but your partner spills the beans, then you will suffer." The best combined option is that both players deny involvement, but each player has the incentive to be a free rider. One player's utility from denying, conditional on the other player's confession, is higher than confessing. Thus, the only Nash equilibrium is that they both confess, which is the outcome desired by the police (who designed the game's payouts).
The core.clj
namespace contains many supporting functions that
ultimately yield the nash-equilibria
function:
(defn nash-equilibria
"returns all nash equilibria for the supplied game"
[game]
(filter (partial nash-equilibrium? game)
(action-space game)))
This function can be seen in action within the test namespace:
(nash-equilibria prisoners-dilemma) => [[:confess :confess]]