Title :
An anytime algorithm for optimal coalition structure generation
Author :
Zhang, Zhenrong ; Zhang, Wei ; Liu, Jinglei
Author_Institution :
Dept. of Comput. Sci. & Technol., Yantai Univ., Yantai, China
Abstract :
In multi agent system, how to find a coalition structure making the greatest profits in cooperation in the shortest time is an issue which has been given much attention. When finding the optimal coalition structure, if we make no any restriction on the searching space, we must search all the coalition structures. An anytime algorithm-LVAA(Lateral and Vertical Anytime Algorithm), designed in this paper, used a branch and bound technique and pruning function to simplify the searching space besides L1, L2 and Ln layers vertically and horizontally. Then, it find the optimal coalition structure value. The result of the experiment proved that it greatly reduced the searching space. When coalition values meet uniform distribution and normal distribution respectively, the searching times of LVAA can be reduced by 78% and 82% than Sandholm´s for agent number 18 and 23.
Keywords :
multi-agent systems; tree searching; branch and bound technique; lateral and vertical anytime algorithm; multi agent system; optimal coalition structure generation; pruning function; searching space; Algorithm design and analysis; Arrays; Conferences; Gaussian distribution; Heuristic algorithms; Partitioning algorithms; Upper bound; LVAA (Lateral and Vertical Anytime Algorithm); anytime algorithm; branch and bound technique; prune function; the optimal coalition structure;
Conference_Titel :
Natural Computation (ICNC), 2010 Sixth International Conference on
Conference_Location :
Yantai, Shandong
Print_ISBN :
978-1-4244-5958-2
DOI :
10.1109/ICNC.2010.5584176