Title :
Range-Based Skyline Queries in Mobile Environments
Author :
Xin Lin ; Jianliang Xu ; Haibo Hu
Author_Institution :
Dept. of Comput. Sci. & Technol., East China Normal Univ., Shanghai, China
Abstract :
Skyline query processing for location-based services, which considers both spatial and nonspatial attributes of the objects being queried, has recently received increasing attention. Existing solutions focus on solving point- or line-based skyline queries, in which the query location is an exact location point or a line segment. However, due to privacy concerns and limited precision of localization devices, the input of a user location is often a spatial range. This paper studies a new problem of how to process such range-based skyline queries. Two novel algorithms are proposed: one is index-based (I-SKY) and the other is not based on any index (N-SKY). To handle frequent movements of the objects being queried, we also propose incremental versions of I-SKY and N-SKY, which avoid recomputing the query index and results from scratch. Additionally, we develop efficient solutions for probabilistic and continuous range-based skyline queries. Experimental results show that our proposed algorithms well outperform the baseline algorithm that adopts the existing line-based skyline solution. Moreover, the incremental versions of I-SKY and N-SKY save substantial computation cost, especially when the objects move frequently.
Keywords :
data privacy; mobile computing; query processing; I-SKY algorithm; N-SKY algorithm; continuous range-based skyline queries; exact location point; frequent object movement handling; index-based algorithms; line segment; line-based skyline queries; localization devices; location-based services; mobile environments; nonspatial attributes; point-based skyline queries; privacy concerns; probabilistic range-based skyline queries; query index; query location; query object; skyline query processing; spatial attributes; Heuristic algorithms; Indexes; Mobile communication; Privacy; Probabilistic logic; Query processing; Search problems; Location-based services; moving objects; query processing; skyline queries;
Journal_Title :
Knowledge and Data Engineering, IEEE Transactions on
DOI :
10.1109/TKDE.2011.229