TY - GEN
T1 - Answering constrained k-NN queries in unstructured P2P systems
AU - Wang, Bin
AU - Yang, Xiaochun
AU - Wang, Guoren
AU - Chen, Lei
AU - Wang, Sean X.
AU - Lin, Xuemin
AU - Yu, Ge
PY - 2007
Y1 - 2007
N2 - The processing of k-NN queries has been studied extensively both in a centralized computing environment and in a structured P2P environment. However, the problem over an unstructured P2P system is not well studied despite of their popularity. Communication-efficient processing of k-NN queries in such an environment is a unique challenge due to the distribution, dynamics and large scale of the system. In this paper, we investigate the problem of efficiently computing k-NN queries over unstructured P2P systems. We first propose a location-based domination model to determine a search space. We then present two types of probing strategies, radius-convergence and radius-expanding. A comprehensive performance study demonstrates that our techniques are efficient and scalable.
AB - The processing of k-NN queries has been studied extensively both in a centralized computing environment and in a structured P2P environment. However, the problem over an unstructured P2P system is not well studied despite of their popularity. Communication-efficient processing of k-NN queries in such an environment is a unique challenge due to the distribution, dynamics and large scale of the system. In this paper, we investigate the problem of efficiently computing k-NN queries over unstructured P2P systems. We first propose a location-based domination model to determine a search space. We then present two types of probing strategies, radius-convergence and radius-expanding. A comprehensive performance study demonstrates that our techniques are efficient and scalable.
UR - https://www.scopus.com/pages/publications/38149058964
M3 - Conference contribution
AN - SCOPUS:38149058964
SN - 9783540716600
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 397
EP - 405
BT - Databases, Information Systems, and Peer-to-Peer Computing - International Workshops, DBISP2P 2005/2006, Revised Selected Papers
T2 - International Workshops on Databases, Information Systems and Peer-to-Peer Computing, DBISP2P 2005/2006
Y2 - 11 September 2006 through 11 September 2006
ER -