AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Social ReGreT, a reputation model based on social relations
ACM SIGecom Exchanges - Chains of commitment
Coordination in multiagent reinforcement learning: a Bayesian approach
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
Dynamic Programming
Bayesian Reinforcement Learning for Coalition Formation under Uncertainty
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 3
The Knowledge Engineering Review
Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems
Trust evaluation through relationship analysis
Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems
TRAVOS: Trust and Reputation in the Context of Inaccurate Information Sources
Autonomous Agents and Multi-Agent Systems
Sequential decision making in repeated coalition formation under uncertainty
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 1
Bayesian reputation modeling in E-marketplaces sensitive to subjecthity, deception and change
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Model based Bayesian exploration
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Self-organized routing for wireless microsensor networks
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Sequential decision making in repeated coalition formation under uncertainty
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 1
Action-Based Environment Modeling for Maintaining Trust
Trust in Agent Societies
Combining Cognitive with Computational Trust Reasoning
Trust in Agent Societies
Dynamic information source selection for intrusion detection systems
Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 2
Strategies for exploiting trust models in competitive multi-agent systems
MATES'09 Proceedings of the 7th German conference on Multiagent system technologies
Why should i trust in a virtual community member?
CRIWG'09 Proceedings of the 15th international conference on Groupware: design, implementation, and use
A probabilistic model for trust and reputation
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Argumentation-based reasoning in agents with varying degrees of trust
The 10th International Conference on Autonomous Agents and Multiagent Systems - Volume 2
Sequentially optimal repeated coalition formation under uncertainty
Autonomous Agents and Multi-Agent Systems
Using argumentation to reason with and about trust
ArgMAS'11 Proceedings of the 8th international conference on Argumentation in Multi-Agent Systems
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In this paper, we deal with the sequential decision making problem of agents operating in computational economies, where there is uncertainty regarding the trustworthiness of service providers populating the environment. Specifically, we propose a generic Bayesian trust model, and formulate the optimal Bayesian solution to the exploration-exploitation problem facing the agents when repeatedly interacting with others in such environments. We then present a computationally tractable Bayesian reinforcement learning algorithm to approximate that solution by taking into account the expected value of perfect information of an agent's actions. Our algorithm is shown to dramatically outperform all previous finalists of the international Agent Reputation and Trust (ART) competition, including the winner from both years the competition has been run.