Algorithm for combinatorial coalition formation and payoff division in an electronic marketplace
Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 1
A Stable and Feasible Payoff Division for Coalition Formation in a Class of Task Oriented Domains
ATAL '01 Revised Papers from the 8th International Workshop on Intelligent Agents VIII
Coalition formation with uncertain heterogeneous information
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
Organization-Based Cooperative Coalition Formation
IAT '04 Proceedings of the IEEE/WIC/ACM International Conference on Intelligent Agent Technology
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IEEE Internet Computing
Coalition formation mechanism in multi-agent systems based on genetic algorithms
Applied Soft Computing
The Contract Net Protocol: High-Level Communication and Control in a Distributed Problem Solver
IEEE Transactions on Computers
Multiagent reinforcement learning and self-organization in a network of agents
Proceedings of the 6th international joint conference on Autonomous agents and multiagent 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
Methods for task allocation via agent coalition formation
Artificial Intelligence
Optimal Task Migration in Service-Oriented Systems: Algorithms and Mechanisms
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
Service chain-based business alliance formation in service-oriented architecture
Expert Systems with Applications: An International Journal
Decentralized Coordination in RoboCup Rescue
The Computer Journal
Coalition Formation Strategies for Self-Interested Agents in Task Oriented Domains
WI-IAT '10 Proceedings of the 2010 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 02
Efficient Team Formation Based on Learning and Reorganization and Influence of Communication Delay
CIT '11 Proceedings of the 2011 IEEE 11th International Conference on Computer and Information Technology
An analysis framework for ad hoc teamwork tasks
Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Deciding roles for efficient team formation by parameter learning
KES-AMSTA'12 Proceedings of the 6th KES international conference on Agent and Multi-Agent Systems: technologies and applications
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We discuss a method of learning to determine appropriate roles for self-interested agents to efficiently form teams in task-oriented domains. A number of distributed applications are often expressed by task/resource allocation problems that can be modeled with a team formation problem in the multi-agent systems context so that tasks/resources are allocated to members of the team. Therefore, issues with efficient team formation have attracted our interest. The main feature of the proposed method is learning from two-sided viewpoints: team leaders who have the initiative to form teams or team members who work in one of the teams that are solicited. We introduce three parameters to agents for this purpose so that they can autonomously select their roles of being a leader or a member. Our experiments demonstrated that the amount of utility earned was considerably larger than that with conventional methods. We also conducted a number of experiments to investigate the characteristics of the proposed method. The results revealed that the proposed method could avoid excessive allocations to specific agents that had a large number of resources and disregarded agents that only had a few resources. Thus, teams could efficiently be formed.