SYSTEM AND METHOD FOR DECISION MAKING IN STRATEGIC ENVIRONMENTS
First Claim
1. A computerized apparatus having a processor, the processor being adapted to perform the steps of:
- obtaining a description of a strategic game, wherein an actor makes a strategic decision in the strategic game;
simulating a predetermined number of payoffs to the actor during the strategic game, wherein said simulating is performed based on a solution concept; and
utilizing a machine learning prediction tool to predict a payoff to the actor based on the predetermined number of payoffs, wherein the machine learning predicting tool is trained with plurality of pairs, each pair comprising a set of simulated payoffs and an actual payoff, wherein the simulated payoffs are predetermined number of payoffs determined in accordance with the solution concept.
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Abstract
In one embodiment, payoffs to an actor during the strategic game according to a solution concept is simulated a predetermined number of times. A machine learning tool is used to predict a payoff based on the predetermined number of payoffs according to the solution concept, wherein the machine learning tool is trained with plurality of pairs, each pair comprising a set of simulated payoffs and an actual payoff, wherein the simulated payoffs are predetermined number of payoffs determined in accordance with the solution concept. In another embodiment, a process tree representative of a strategic game involving actors is obtained. The process tree may comprise computational nodes, and leaf nodes which define payoff based on computations of the computational nodes.
The process tree is reduced to a game tree representing the strategic game by simulating routes in the process tree.
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Citations
14 Claims
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1. A computerized apparatus having a processor, the processor being adapted to perform the steps of:
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obtaining a description of a strategic game, wherein an actor makes a strategic decision in the strategic game; simulating a predetermined number of payoffs to the actor during the strategic game, wherein said simulating is performed based on a solution concept; and utilizing a machine learning prediction tool to predict a payoff to the actor based on the predetermined number of payoffs, wherein the machine learning predicting tool is trained with plurality of pairs, each pair comprising a set of simulated payoffs and an actual payoff, wherein the simulated payoffs are predetermined number of payoffs determined in accordance with the solution concept. - View Dependent Claims (2, 3, 4, 5, 6, 7)
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8. A computerized apparatus having a processor, the processor being adapted to perform the steps of:
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obtaining a process tree representative of a strategic game involving actors, wherein the process tree comprises computational nodes, strategic decision nodes and leaf nodes, wherein the strategic decision nodes are associated with a strategic decision of actors, wherein the computational nodes define a computation value for a variable, wherein the leaf nodes define payoffs for the actors, wherein at least for one leaf node the payoff is defined based on the computational value of the variable; simulating routes defined in the process tree to reduce the process tree into a game tree representing the strategic game. - View Dependent Claims (9, 10, 11, 12)
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13. A computer program product comprising a non-transitory computer readable medium retaining program instructions, which instructions when read by a processor, cause the processor to perform a method comprising:
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obtaining a description of a strategic game, wherein an actor makes a strategic decision in the strategic game; simulating a predetermined number of payoffs to the actor during the strategic game, wherein said simulating is performed based on a solution concept; and utilizing a machine learning prediction tool to predict a payoff to the actor based on the predetermined number of payoffs, wherein the machine learning predicting tool is trained with plurality of pairs, each pair comprising a set of simulated payoffs and an actual payoff, wherein the simulated payoffs are predetermined number of payoffs determined in accordance with the solution concept. - View Dependent Claims (14)
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Specification