Randomized multi-pass streaming skyline algorithms

Proceedings of the VLDB Endowment

Volumn 2, Issue 1, 2009, Pages 85-96

  Sarma, Atish Das ^a   Lall, Ashwin ^a   Nanongkai, Danupon ^a   Xu, Jun ^a  

^a GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

MULTIPLE PASS; ORDERED DOMAINS; PRE-PROCESSING; SIMPLE MODIFICATIONS; SKYLINE COMPUTATIONS; STREAMING ALGORITHM; STREAMING MODEL; SYNTHETIC DATASETS;

COMPUTATIONAL EFFICIENCY;

EID: 78650416832     PISSN: None     EISSN: 21508097     Source Type: Journal    
DOI: 10.14778/1687627.1687638     Document Type: Article

References (36)

1. L. Arge and J. S. Vitter. Optimal dynamic interval management in external memory. In FOCS, pages 560-569, 1996.
2. W.-T. Balke, U. Güntzer, and J. X. Zheng. Efficient distributed skylining for web information systems. In EDBT, pages 256-273, 2004.
3. O. Barndorff-Nielsen and M. Sobel. On the distribution of the number of admissible points in a vector random sample. Theory of Probability and its Applications, 11(2):249-269, 1966.
4. S. Börzsönyi, D. Kossmann, and K. Stocker. The skyline operator. In ICDE, pages 421-430, 2001.
5. C.-Y. Chan, P.-K. Eng, and K.-L. Tan. Efficient processing of skyline queries with partially-ordered domains. In ICDE'05, pages 190-191, Washington, DC, USA, 2005. IEEE Computer Society.
6. C. Y. Chan, P.-K. Eng, and K.-L. Tan. Stratified computation of skylines with partially-ordered domains. In SIGMOD Conference, pages 203-214, 2005.
7. S. Chaudhuri, N. Dalvi, and R. Kaushik. Robust cardinality and cost estimation for skyline operator. In ICDE'06, page 64, Washington, DC, USA, 2006. IEEE Computer Society.
8. J. Chomicki, P. Godfrey, J. Gryz, and D. Liang. Skyline with presorting: Theory and optimizations. In Intelligent Information Systems, pages 595-604, 2005. Also appeared in ICDE'03.
9. M. Frigo, C. E. Leiserson, H. Prokop, and S. Ramachandran. Cache-oblivious algorithms. In FOCS, pages 285-298, 1999.
10. P. Godfrey, R. Shipley, and J. Gryz. Algorithms and analyses for maximal vector computation. VLDB J., 16(1):5-28, 2007. Also appeared in VLDB'05.
11. M. Greenwald and S. Khanna. Space-efficient online computation of quantile summaries. In SIGMOD '01, pages 58-66, New York, NY, USA, 2001. ACM.
12. B. Jiang and J. Pei. Online interval skyline queries on time series. In ICDE, 2009.
13. D. Kossmann, F. Ramsak, and S. Rost. Shooting stars in the sky: an online algorithm for skyline queries. In VLDB'02, pages 275-286. VLDB Endowment, 2002.
14. H. T. Kung, F. Luccio, and F. P. Preparata. On finding the maxima of a set of vectors. J. ACM, 22(4):469-476, 1975.
15. X. Lin, Y. Yuan, W. Wang, and H. Lu. Stabbing the sky: Efficient skyline computation over sliding windows. In ICDE, pages 502-513, 2005.
16. n. Inf. Process. Lett., 38(5):277-278, 1991.
17. M. D. Morse, J. M. Patel, and H. V. Jagadish. Efficient skyline computation over low-cardinality domains. In VLDB, pages 267-278, 2007.
18. D. Papadias, Y. Tao, G. Fu, and B. Seeger. Progressive skyline computation in database systems. ACM Trans. Database Syst., 30(1):41-82, 2005. Also appeard in SIGMOD'03.
19. S. Park, T. Kim, J. Park, J. Kim, and H. Im. Parallel skyline computation on multicore architectures. In ICDE, 2009.
20. J. Pei, B. Jiang, X. Lin, and Y. Yuan. Probabilistic skylines on uncertain data. In VLDB, pages 15-26, 2007.
21. J. M. Ruhl. Efficient algorithms for new computational models. PhD thesis, 2003. Supervisor-David R. Karger.
22. D. Sacharidis, S. Papadopoulos, and D. Papadias. Topologically sorted skylines for partially ordered domains. In ICDE, 2009.
23. N. Schweikardt. Machine models and lower bounds for query processing. In PODS, pages 41-52, 2007.
24. N. Schweikardt. Lower bounds for multi-pass processing of multiple data streams. In STACS, pages 51-61, 2009.
25. K.-L. Tan, P.-K. Eng, and B. C. Ooi. Efficient progressive skyline computation. In VLDB '01, pages 301-310, San Francisco, CA, USA, 2001. Morgan Kaufmann Publishers Inc.
26. Y. Tao, L. Ding, X. Lin, and J. Pei. Distance-based representative skyline. In ICDE, 2009.
27. Y. Tao and D. Papadias. Maintaining sliding window skylines on data streams. IEEE Trans. Knowl. Data Eng., 18(2):377-391, 2006.
28. R. Torlone, P. Ciaccia, and U. Romatre. Which are my preferred items. In In Workshop on Recommendation and Personalization in E-Commerce, pages 1-9, 2002.
29. J. S. Vitter. Random sampling with a reservoir. ACM Trans. Math. Softw., 11(1):37-57, 1985. Also appeared in FOCS'83.
30. J. S. Vitter. Algorithms and data structures for external memory. Foundations and Trends in Theoretical Computer Science, 2(4):305-474, 2006.
31. A. Vlachou, C. Doulkeridis, Y. Kotidis, and M. Vazirgiannis. Skypeer: Efficient subspace skyline computation over distributed data. In ICDE, pages 416-425, 2007.
32. R. C.-W. Wong, A. W.-C. Fu, J. Pei, Y. S. Ho, T. Wong, and Y. Liu. Efficient skyline querying with variable user preferences on nominal attributes. PVLDB, 1(1):1032-1043, 2008.
33. R. C.-W. Wong, J. Pei, A. W.-C. Fu, and K. Wang. Online skyline analysis with dynamic preferences on nominal attributes. IEEE Trans. Knowl. Data Eng., 21(1):35-49, 2009.
34. A. C.-C. Yao. Probabilistic computations: Toward a unified measure of complexity (extended abstract). In FOCS, pages 222-227, 1977.
35. W. Zhang, X. Lin, Y. Zhang, W. Wang, and J. X. Yu. Probabilistic skyline operator over sliding windows. In ICDE, 2009.
36. L. Zhu, Y. Tao, and S. Zhou. Distributed skyline retrieval with low bandwidth consumption. IEEE Transactions on Knowledge and Data Engineering, 21(3):384-400, 2009.