Technical Note: \cal Q-Learning
Machine Learning
Reputation and social network analysis in multi-agent systems
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 1
A logic for uncertain probabilities
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
A Subjective Metric of Authentication
ESORICS '98 Proceedings of the 5th European Symposium on Research in Computer Security
Belief Revision Process Based on Trust: Agents Evaluating Reputation of Information Sources
Proceedings of the workshop on Deception, Fraud, and Trust in Agent Societies held during the Autonomous Agents Conference: Trust in Cyber-societies, Integrating the Human and Artificial Perspectives
Trust and Reputation Model in Peer-to-Peer Networks
P2P '03 Proceedings of the 3rd International Conference on Peer-to-Peer Computing
Review on Computational Trust and Reputation Models
Artificial Intelligence Review
TRAVOS: Trust and Reputation in the Context of Inaccurate Information Sources
Autonomous Agents and Multi-Agent Systems
An integrated trust and reputation model for open multi-agent systems
Autonomous Agents and Multi-Agent Systems
A survey of trust and reputation systems for online service provision
Decision Support Systems
Honesty and trust revisited: the advantages of being neutral about other's cognitive models
Autonomous Agents and Multi-Agent Systems
Dynamically learning sources of trust information: experience vs. reputation
Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems
An adaptive probabilistic trust model and its evaluation
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 3
Learning to trust in the competence and commitment of agents
Autonomous Agents and Multi-Agent Systems
Comparing trust mechanisms for monitoring aggregator nodes in sensor networks
Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 2
Maintenance-based trust for multi-agent systems
Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 2
Integrating Behavioral Trust in Web Service Compositions
ICWS '09 Proceedings of the 2009 IEEE International Conference on Web Services
Trust representation and aggregation in a distributed agent system
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Obtaining reliable feedback for sanctioning reputation mechanisms
Journal of Artificial Intelligence Research
Gossip-based aggregation of trust in decentralized reputation systems
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Formal trust model for multiagent systems
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
The examination of an information-based approach to trust
COIN'07 Proceedings of the 2007 international conference on Coordination, organizations, institutions, and norms in agent systems III
A probabilistic model for trust and reputation
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Evidence-based trust: A mathematical model geared for multiagent systems
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Intertemporal Discount Factors as a Measure of Trustworthiness in Electronic Commerce
IEEE Transactions on Knowledge and Data Engineering
Trust and reputation in multiagent systems: strategies and dynamics with reference to electronic commerce
PRep: a probabilistic reputation model for biased societies
Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Trust, distrust and lack of confidence of users in online social media-sharing communities
Knowledge-Based Systems
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Leading agent-based trust models address two important needs. First, they show how an agent may estimate the trustworthiness of another agent based on prior interactions. Second, they show how agents may share their knowledge in order to cooperatively assess the trustworthiness of others. However, in real-life settings, information relevant to trust is usually obtained piecemeal, not all at once. Unfortunately, the problem of maintaining trust has drawn little attention. Existing approaches handle trust updates in a heuristic, not a principled, manner. This paper builds on a formal model that considers probability and certainty as two dimensions of trust. It proposes a mechanism using which an agent can update the amount of trust it places in other agents on an ongoing basis. This paper shows via simulation that the proposed approach (a) provides accurate estimates of the trustworthiness of agents that change behavior frequently; and (b) captures the dynamic behavior of the agents. This paper includes an evaluation based on a real dataset drawn from Amazon Marketplace, a leading e-commerce site.