Efficiency improvement and variance reduction
WSC '94 Proceedings of the 26th conference on Winter simulation
Autonomous Agents and Multi-Agent Systems
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Combinatorial Auctions
Empirical mechanism design: methods, with application to a supply-chain scenario
EC '06 Proceedings of the 7th ACM conference on Electronic commerce
Generating trading agent strategies: analytic and empirical methods for infinite and large games
Generating trading agent strategies: analytic and empirical methods for infinite and large games
Learning payoff functions in infinite games
Machine Learning
Autonomous Bidding Agents: Strategies and Lessons from the Trading Agent Competition (Intelligent Robotics and Autonomous Agents)
Empirical game-theoretic analysis of the TAC Supply Chain game
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Stochastic search methods for nash equilibrium approximation in simulation-based games
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 2
Searching for approximate equilibria in empirical games
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 2
Stronger CDA strategies through empirical game-theoretic analysis and reinforcement learning
Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Generalization risk minimization in empirical game models
Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Mechanism design and analysis using simulation-based game models
Mechanism design and analysis using simulation-based game models
Approximate strategic reasoning through hierarchical reduction of large symmetric games
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
The supply chain trading agent competition
Electronic Commerce Research and Applications
An analysis of the 2004 supply chain management trading agent competition
AMEC'05 Proceedings of the 2005 international conference on Agent-Mediated Electronic Commerce: designing Trading Agents and Mechanisms
Adaptive search with stochastic acceptance probabilities for global optimization
Operations Research Letters
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We present an overview of an emerging methodology for applying game-theoretic analysis to strategic environments described by a simulator. We first introduce the problem of solving a simulation-based game, and proceed to review convergence results and confidence bounds about game-theoretic equilibrium estimates. Next, we present techniques for approximating equilibria in simulation-based games, and close with a series of applications.