TY - JOUR
T1 - Lazy updates
T2 - An efficient technique to continuously monitoring reverse kNN
AU - Cheema, Muhammad Aamir
AU - Lin, Xuemin
AU - Zhang, Ying
AU - Wang, Wei
AU - Zhang, Wenjie
PY - 2009
Y1 - 2009
N2 - In this paper, we study the problem of continuous monitoring of reverse k nearest neighbor queries. Existing continuous reverse nearest neighbor monitoring techniques are sensitive towards objects and queries movement. For example, the results of a query are to be recomputed whenever the query changes its location. We present a framework for continuous reverse k nearest neighbor queries by assigning each object and query with a rectangular safe region such that the expensive recomputation is not required as long as the query and objects remain in their respective safe regions. This significantly improves the computation cost. As a by-product, our framework also reduces the communication cost in client-server architectures because an object does not report its location to the server unless it leaves its safe region or the server sends a location update request. We also conduct a rigid cost analysis to guide an effective selection of such rectangular safe regions. The extensive experiments demonstrate that our techniques outperform the existing techniques by an order of magnitude in terms of computation cost and communication cost.
AB - In this paper, we study the problem of continuous monitoring of reverse k nearest neighbor queries. Existing continuous reverse nearest neighbor monitoring techniques are sensitive towards objects and queries movement. For example, the results of a query are to be recomputed whenever the query changes its location. We present a framework for continuous reverse k nearest neighbor queries by assigning each object and query with a rectangular safe region such that the expensive recomputation is not required as long as the query and objects remain in their respective safe regions. This significantly improves the computation cost. As a by-product, our framework also reduces the communication cost in client-server architectures because an object does not report its location to the server unless it leaves its safe region or the server sends a location update request. We also conduct a rigid cost analysis to guide an effective selection of such rectangular safe regions. The extensive experiments demonstrate that our techniques outperform the existing techniques by an order of magnitude in terms of computation cost and communication cost.
UR - https://www.scopus.com/pages/publications/79959555493
U2 - 10.14778/1687627.1687755
DO - 10.14778/1687627.1687755
M3 - Journal Article
AN - SCOPUS:79959555493
SN - 2150-8097
VL - 2
SP - 1138
EP - 1149
JO - Proceedings of the VLDB Endowment
JF - Proceedings of the VLDB Endowment
IS - 1
ER -