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Online skyline analysis with dynamic preferences on nominal attributes

Publication ,  Journal Article
Wong, RCW; Pei, J; Fu, AWC; Wang, K
Published in: IEEE Transactions on Knowledge and Data Engineering
January 1, 2009

The importance of skyline analysis has been well recognized in multicriteria decision-making applications. All of the previous studies assume a fixed order on the attributes in question. However, in some applications, users may be interested in skylines with respect to various total or partial orders on nominal attributes. In this paper, we identify and tackle the problem of online skyline analysis with dynamic preferences on nominal attributes. We investigate how changes of orders in attributes lead to changes of skylines. We address two novel types of interesting queries: a viewpoint query returns with respect to which orders a point is (or is not) in the skylines, and a refined skyline query retrieves the skyline with respect to a specific order. We develop two methods systematically and report an extensive performance study using both synthetic and real data sets to verify the effectiveness and the efficiency of our methods. © 2009 IEEE.

Duke Scholars

Published In

IEEE Transactions on Knowledge and Data Engineering

DOI

ISSN

1041-4347

Publication Date

January 1, 2009

Volume

21

Issue

1

Start / End Page

35 / 49

Related Subject Headings

  • Information Systems
  • 46 Information and computing sciences
  • 08 Information and Computing Sciences
 

Citation

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Wong, R. C. W., Pei, J., Fu, A. W. C., & Wang, K. (2009). Online skyline analysis with dynamic preferences on nominal attributes. IEEE Transactions on Knowledge and Data Engineering, 21(1), 35–49. https://doi.org/10.1109/TKDE.2008.115
Wong, R. C. W., J. Pei, A. W. C. Fu, and K. Wang. “Online skyline analysis with dynamic preferences on nominal attributes.” IEEE Transactions on Knowledge and Data Engineering 21, no. 1 (January 1, 2009): 35–49. https://doi.org/10.1109/TKDE.2008.115.
Wong RCW, Pei J, Fu AWC, Wang K. Online skyline analysis with dynamic preferences on nominal attributes. IEEE Transactions on Knowledge and Data Engineering. 2009 Jan 1;21(1):35–49.
Wong, R. C. W., et al. “Online skyline analysis with dynamic preferences on nominal attributes.” IEEE Transactions on Knowledge and Data Engineering, vol. 21, no. 1, Jan. 2009, pp. 35–49. Scopus, doi:10.1109/TKDE.2008.115.
Wong RCW, Pei J, Fu AWC, Wang K. Online skyline analysis with dynamic preferences on nominal attributes. IEEE Transactions on Knowledge and Data Engineering. 2009 Jan 1;21(1):35–49.

Published In

IEEE Transactions on Knowledge and Data Engineering

DOI

ISSN

1041-4347

Publication Date

January 1, 2009

Volume

21

Issue

1

Start / End Page

35 / 49

Related Subject Headings

  • Information Systems
  • 46 Information and computing sciences
  • 08 Information and Computing Sciences