Title :
Coalition Structure Generation with Given Required Bound Based on Cardinality Structure
Author :
Su, She-Xiong ; Hu, Shan-Li ; Zheng, Shent-Fu ; Lin, Chao-Feng ; Lai, Xian-wei
Author_Institution :
Fuzhou Univ., Fuzhou
Abstract :
Coalition formation is a key topic in multi-agent systems. One may prefer a coalition structure that maximizes the sum of the values of the coalitions, but often the number of coalition structures is too large to allow exhaustive search for the optimal one. Furthermore, finding the optimal coalition structure is NP-hard. Thus emerges the meaningful problem: when practical applications can present required real bound on the worst case, and how to attain this demand via partial search? This paper reports on a novel algorithm based on cardinality structure: the bound Kges2 can be attained with searching of those coalition structures whose cardinality structure is in the CCS(n, K). Finally, experiments indicates the new algorithm is obviously better than existing algorithms.
Keywords :
computational complexity; multi-agent systems; optimisation; search problems; NP-hard; cardinality structure; coalition structure generation; exhaustive searching; multiagent systems; partial searching; Autonomous agents; Chaos; Computer science; Cybernetics; Electronic mail; Grid computing; Laboratories; Machine learning; Multiagent systems; Resource management; Cardinality structure; Coalition structure; Multiagent system;
Conference_Titel :
Machine Learning and Cybernetics, 2007 International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-0973-0
Electronic_ISBN :
978-1-4244-0973-0
DOI :
10.1109/ICMLC.2007.4370568