SkyMap: A Trie-Based Index Structure for High-Performance Skyline Query Processing

作者: Joachim Selke , Wolf-Tilo Balke

DOI: 10.1007/978-3-642-23091-2_30

关键词:

摘要: Skyline queries have become commonplace in many applications. The main problem is to efficiently find the set of Pareto-optimal choices from a large amount database items. Several algorithms and indexing techniques been proposed recently, but until now no technique was able address all problems for skyline realistic applications: fast access, superior scalability even higher dimensions, low costs maintenance face data updates. In this paper we design evaluate trie-based that solves major efficiency bottlenecks queries. It scales gracefully high dimensional queries, largely independent underlying distributions, allows efficient Our experiments on real synthetic datasets show performance increase up two orders magnitude compared previous techniques.

参考文章(17)
Roger B. Nelsen, An Introduction to Copulas (Springer Series in Statistics) Springer-Verlag New York, Inc.. ,(2006)
Ilaria Bartolini, Paolo Ciaccia, Marco Patella, Efficient sort-based skyline evaluation ACM Transactions on Database Systems. ,vol. 33, pp. 1- 49 ,(2008) , 10.1145/1412331.1412343
Jongwuk Lee, Seung-won Hwang, Zaiqing Nie, Ji-Rong Wen, Navigation system for product search 2010 IEEE 26th International Conference on Data Engineering (ICDE 2010). pp. 1113- 1116 ,(2010) , 10.1109/ICDE.2010.5447780
Jongwuk Lee, Seung-won Hwang, BSkyTree Proceedings of the 13th International Conference on Extending Database Technology - EDBT '10. pp. 195- 206 ,(2010) , 10.1145/1739041.1739067
Pin-Kwang Eng, Beng Chin Ooi, Kian-Lee Tan, Indexing for progressive skyline computation data and knowledge engineering. ,vol. 46, pp. 169- 201 ,(2003) , 10.1016/S0169-023X(02)00208-2
Yufei Tao, Xiaokui Xiao, Jian Pei, Efficient Skyline and Top-k Retrieval in Subspaces IEEE Transactions on Knowledge and Data Engineering. ,vol. 19, pp. 1072- 1088 ,(2007) , 10.1109/TKDE.2007.1051
Chee-Yong Chan, H. V. Jagadish, Kian-Lee Tan, Anthony K. H. Tung, Zhenjie Zhang, Finding k-dominant skylines in high dimensional space international conference on management of data. pp. 503- 514 ,(2006) , 10.1145/1142473.1142530
Dimitris Papadias, Yufei Tao, Greg Fu, Bernhard Seeger, Progressive skyline computation in database systems international conference on management of data. ,vol. 30, pp. 41- 82 ,(2005) , 10.1145/1061318.1061320
Roger B. Nelsen, An Introduction to Copulas ,(1998)
Donald Kossmann, Frank Ramsak, Steffen Rost, Shooting stars in the sky: an online algorithm for skyline queries very large data bases. pp. 275- 286 ,(2002) , 10.1016/B978-155860869-6/50032-9