Risk-bounded formation of fuzzy coalitions among service agents.
OA Location
Author(s)
Blankenburg, B
He, M
Klusch, M
Jennings, NR
Type
Conference Paper
Abstract
Cooperative autonomous agents form coalitions in order ro share and combine resources and services to efficiently respond to market demands. With the variety of resources and services provided online today, there is a need for stable and flexible techniques to support the automation of agent coalition formation in this context. This paper describes an approach to the problem based on fuzzy coalitions. Compared with a classic cooperative game with crisp coalitions (where each agent is a full member of exactly one coalition), an agent can participate in multiple coalitions with varying degrees of involvement. This gives the agent more freedom and flexibility, allowing them to make full use of their resources, thus maximising utility, even if only comparatively small coalitions are formed. An important aspect of our approach is that the agents can control and bound the risk caused by the possible failure or default of some partner agents by spreading their involvement in diverse coalitions.
Date Issued
2006
Citation
2006, pp.332-346
Start Page
332
End Page
346
Identifier
http://eprints.soton.ac.uk/263077/
Source
10th International Workshop on Cooperative Information Agents
Subjects
Science & Technology
Technology
Computer Science, Artificial Intelligence
Computer Science
Artificial Intelligence & Image Processing
08 Information And Computing Sciences
Publication Status
Unpublished