DocumentCode :
740535
Title :
Beyond Millisecond Latency k NN Search on Commodity Machine
Author :
Liao, Bailong ; U, Leong Hou ; Yiu, Man Lung ; Gong, Zhiguo
Author_Institution :
Department of Computer and Information Science, University of Macau, Macau
Volume :
27
Issue :
10
fYear :
2015
Firstpage :
2618
Lastpage :
2631
Abstract :
The k nearest neighbor ( k NN) search on road networks is an important function in web mapping services. These services are now dealing with rapidly arriving queries, that are issued by a massive amount of users. While overlay graph-based indices can answer shortest path queries efficiently, there have been no studies on utilizing such indices to answer k NN queries efficiently. In this paper, we fill this research gap and present two efficient k NN search solutions on overlay graph-based indices. Experimental results show that our solutions offer very low query latency (0.1 ms) and require only small index sizes, even for 10-million-node networks.
Keywords :
Bidirectional control; Contracts; Indexes; Roads; Search problems; Servers; Time factors; Nearest neighbor searches; Overlay networks; Spatial databases; overlay networks; spatial databases;
fLanguage :
English
Journal_Title :
Knowledge and Data Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
1041-4347
Type :
jour
DOI :
10.1109/TKDE.2015.2426702
Filename :
7095601
Link To Document :
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