Title :
Multi-Agent Coalition Formation for Long-Term Task or Mobile Network
Author :
Lee, Hsiu-Hui ; Chen, Chung-Hsien
Author_Institution :
Dept. of Comput. Sci. & Inf. Eng., Nat. Taiwan Univ., Taipei
fDate :
Nov. 28 2006-Dec. 1 2006
Abstract :
Coalition formation is a process to form a group and solve a problem via cooperation. Because of the rising of network, each computing device can communicate through network. We can integrate those resources and use them by coalition formation. In this paper, we propose a new architecture which integrates case-based reasoning, negotiation, and reinforcement learning to improve the coalition formation process. Coalitions of our architecture suit for executing long- term task or for accomplishing a task in high mobility networks. Our experiments also show the advantage of our architecture in these two different environments.
Keywords :
case-based reasoning; learning (artificial intelligence); mobile computing; multi-agent systems; case-based reasoning; long-term task; mobile network; mobility networks; multiagent coalition formation; reinforcement learning; Competitive intelligence; Computational intelligence; Computer architecture; Computer networks; Consumer electronics; Grid computing; Learning; Mobile computing; Pervasive computing; Ubiquitous computing;
Conference_Titel :
Computational Intelligence for Modelling, Control and Automation, 2006 and International Conference on Intelligent Agents, Web Technologies and Internet Commerce, International Conference on
Conference_Location :
Sydney, NSW
Print_ISBN :
0-7695-2731-0
DOI :
10.1109/CIMCA.2006.151