Efficient Index-Based Approaches for Skyline Queries in Location-Based Applications

被引:13
作者
Lee, Ken C. K.
Zheng, Baihua [1 ]
Chen, Cindy [2 ]
Chow, Chi-Yin [3 ]
机构
[1] Singapore Management Univ, Sch Informat Syst, Singapore 178902, Singapore
[2] Univ Massachusetts, Dept Comp Sci, Lowell, MA 01854 USA
[3] City Univ Hong Kong, Dept Comp Sci, Kowloon, Hong Kong, Peoples R China
关键词
Locational dominance; skyline query; reverse skyline query; subspace skyline query; top-K query; index; search algorithms; performance;
D O I
10.1109/TKDE.2012.216
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Enriching many location-based applications, various new skyline queries are proposed and formulated based on the notion of locational dominance, which extends conventional one by taking objects' nearness to query positions into account additional to objects' nonspatial attributes. To answer a representative class of skyline queries for location-based applications efficiently, this paper presents two index-based approaches, namely, augmented R-tree and dominance diagram. Augmented R-tree extends R-tree by including aggregated nonspatial attributes in index nodes to enable dominance checks during index traversal. Dominance diagram is a solution-based approach, by which each object is associated with a precomputed nondominance scope wherein query points should have the corresponding object not locationally dominated by any other. Dominance diagram enables skyline queries to be evaluated via parallel and independent comparisons between nondominance scopes and query points, providing very high search efficiency. The performance of these two approaches is evaluated via empirical studies, in comparison with other possible approaches.
引用
收藏
页码:2507 / 2520
页数:14
相关论文
共 28 条
[1]  
Baihua Zheng, 2008, 2008 9th International Conference on Mobile Data Management (MDM '08), P148, DOI 10.1109/MDM.2008.14
[2]   Efficient Sort-Based Skyline Evaluation [J].
Bartolini, Ilaria ;
Ciaccia, Paolo ;
Patella, Marco .
ACM TRANSACTIONS ON DATABASE SYSTEMS, 2008, 33 (04)
[3]   AVERAGE NUMBER OF MAXIMA IN A SET OF VECTORS AND APPLICATIONS [J].
BENTLEY, JL ;
KUNG, HT ;
SCHKOLNICK, M ;
THOMPSON, CD .
JOURNAL OF THE ACM, 1978, 25 (04) :536-543
[4]  
Beyer K, 1999, LECT NOTES COMPUT SC, V1540, P217
[5]   The Skyline operator [J].
Börzsönyi, S ;
Kossmann, D ;
Stocker, K .
17TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING, PROCEEDINGS, 2001, :421-430
[6]  
Butenhof DR., 1997, Programming with POSIX Threads
[7]   Skyline with presorting [J].
Chomicki, J ;
Godfrey, P ;
Gryz, J ;
Liang, DM .
19TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING, PROCEEDINGS, 2003, :717-719
[8]  
Dellis E., 2007, Proceedings of the 33rd international conference on Very large data bases, P291
[9]  
Garcia Y J., 1998, Proc. 6th ACM Symposium on Advances in GIS, P163
[10]   Distance browsing in spatial databases [J].
Hjaltason, GR ;
Samet, H .
ACM TRANSACTIONS ON DATABASE SYSTEMS, 1999, 24 (02) :265-318