TY - JOUR
T1 - Node cluster-based random walk search in peer-to-peer network
AU - Zhao, Kun
AU - Niu, Zhen Dong
PY - 2010/7
Y1 - 2010/7
N2 - In order to simplify the complex structure of unstructured peer-to-peer (P2P) networks such as Gnutella, a node cluster-based random walk search algorithm is proposed. In this algorithm, node clusters are used to store file indices, and the search process is constrained in node clusters to improve the search performance. Afterwards, the upper and lower bounds of search performance are formulated based on the theoretical analysis of the mathematical model. Experimental results indicate that the search performance of the proposed algorithm is closely related to the cluster threshold c, and that, at the suggested value of c, namely half of the maximum degree in the system, the success rate of searching rare files increases by at least 250% and the transfer and storage cost decreases by one order of magnitude, as compared with the common random walk algorithm. The proposed algorithm is of the advantages of low storage cost high search efficiency as well as ease realization and deployment.
AB - In order to simplify the complex structure of unstructured peer-to-peer (P2P) networks such as Gnutella, a node cluster-based random walk search algorithm is proposed. In this algorithm, node clusters are used to store file indices, and the search process is constrained in node clusters to improve the search performance. Afterwards, the upper and lower bounds of search performance are formulated based on the theoretical analysis of the mathematical model. Experimental results indicate that the search performance of the proposed algorithm is closely related to the cluster threshold c, and that, at the suggested value of c, namely half of the maximum degree in the system, the success rate of searching rare files increases by at least 250% and the transfer and storage cost decreases by one order of magnitude, as compared with the common random walk algorithm. The proposed algorithm is of the advantages of low storage cost high search efficiency as well as ease realization and deployment.
KW - Cluster
KW - Complex network
KW - Random walk
KW - Unstructured peer-to-peer network
UR - http://www.scopus.com/inward/record.url?scp=77955779582&partnerID=8YFLogxK
U2 - 10.3969/j.issn.1000-565X.2010.07.003
DO - 10.3969/j.issn.1000-565X.2010.07.003
M3 - Article
AN - SCOPUS:77955779582
SN - 1000-565X
VL - 38
SP - 14
EP - 19
JO - Huanan Ligong Daxue Xuebao/Journal of South China University of Technology (Natural Science)
JF - Huanan Ligong Daxue Xuebao/Journal of South China University of Technology (Natural Science)
IS - 7
ER -