Probabilistic reasoning in intelligent systems: networks of plausible inference
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An intelligent agent community approach to knowledge sharing
Decision Support Systems - Special issue: intelligent agents as a basis for decision support systems
Learning organizational roles for negotiated search in a multiagent system
International Journal of Human-Computer Studies - Evolution and learning in multiagent systems
Bayesian learning in negotiation
International Journal of Human-Computer Studies - Evolution and learning in multiagent systems
User modeling in the design of interactive interface agents
UM '99 Proceedings of the seventh international conference on User modeling
Machine Learning
Coordination in multiagent reinforcement learning: a Bayesian approach
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
A bayesian network approach to the self-organization and learning in intelligent agents
A bayesian network approach to the self-organization and learning in intelligent agents
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Context-sensitive text mining and belief revision for intelligent information retrieval on the web
Web Intelligence and Agent Systems
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
IAT '04 Proceedings of the IEEE/WIC/ACM International Conference on Intelligent Agent Technology
Data Mining Methods and Models
Data Mining Methods and Models
Learning Opponent's Eagerness with Bayesian Updating Rule in a Market-Driven Negotiation Model
AINA '05 Proceedings of the 19th International Conference on Advanced Information Networking and Applications - Volume 1
Natural language interface for multi-agent contracting system (MACS): Research Articles
International Journal of Intelligent Systems in Accounting and Finance Management
Cooperative Multi-Agent Learning: The State of the Art
Autonomous Agents and Multi-Agent Systems
Learning algorithms for online principal-agent problems (and selling goods online)
ICML '06 Proceedings of the 23rd international conference on Machine learning
Building intelligent collaborative interface agents with the ICAGENT development framework
Autonomous Agents and Multi-Agent Systems
Operations for learning with graphical models
Journal of Artificial Intelligence Research
Automatically personalizing user interfaces
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
The Algebra of Multi-Agent Dynamic Belief Revision
Electronic Notes in Theoretical Computer Science (ENTCS)
Inferring informational goals from free-text queries: a Bayesian approach
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Socio-cognitive mechanisms of belief change
Cognitive Systems Research
Detection of undesirable communication patterns in multi-agent systems
Engineering Applications of Artificial Intelligence
International Journal of Intelligent Engineering Informatics
Market_based grid resource allocation using new negotiation model
Journal of Network and Computer Applications
The Journal of Supercomputing
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This paper presents a Bayesian learning approach for a multi-agent system, called multi-agent contracting system [MACS]. The system learns to identify an appropriate agent to answer free-text queries and keyword searches for defense contracting. This research builds on past work by some of the authors by extending MACS to a truly intelligent multi-agent system with the ability to learn from and adapt to its environment. The efficacy of MACS is determined by analyzing the accuracy and degree of learning in the system. This is accomplished by testing the system against historical data.