Title :
A Game-Theoretic Approach to the Formation of Clustered Overlay Networks
Author :
Koloniari, Georgia ; Pitoura, Evaggelia
Author_Institution :
Dept. of Comput. Sci., Univ. of Ioannina, Ioannina, Greece
fDate :
4/1/2012 12:00:00 AM
Abstract :
In many large-scale content sharing applications, participants or nodes are connected with each other based on their content or interests, thus forming clusters. In this paper, we model the formation of such clustered overlays as a strategic game, where nodes determine their cluster membership with the goal of improving the recall of their queries. We study the evolution of such overlays both theoretically and experimentally in terms of stability, optimality, load balance, and the required overhead. We show that, in general, decisions made independently by each node using only local information lead to overall cost-effective cluster configurations that are also dynamically adaptable to system updates such as churn and query or content changes.
Keywords :
distributed processing; game theory; pattern clustering; churn; cluster membership; clustered overlay network formation; content change; content sharing applications; cost-effective cluster configurations; game-theoretic approach; local information; query; strategic game; Computer aided software engineering; Games; Peer to peer computing; Protocols; Routing; Stability analysis; Topology; Clustering; data sharing.; distributed systems;
Journal_Title :
Parallel and Distributed Systems, IEEE Transactions on
DOI :
10.1109/TPDS.2011.155