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Article
Global Immutable Region Computation
SIGMOD '14: Proceedings of the 2014 ACM SIGMOD International Conference on Management of Data: June 22-27, 2014, Snowbird, UT
  • Jilian ZHANG, Singapore Management University
  • Kyriakos MOURATIDIS, Singapore Management University
  • Hwee Hwa PANG, Singapore Management University
Publication Type
Conference Proceeding Article
Version
publishedVersion
Publication Date
6-2014
Abstract

A top-k query shortlists the k records in a dataset that best match the user's preferences. To indicate her preferences, the user typically determines a numeric weight for each data dimension (i.e., attribute). We refer to these weights collectively as the query vector. Based on this vector, each data record is implicitly mapped to a score value (via a weighted sum function). The records with the k largest scores are reported as the result. In this paper we propose an auxiliary feature to standard top-k query processing. Specifically, we compute the maximal locus within which the query vector incurs no change in the current top-k result. In other words, we compute all possible query weight settings that produce exactly the same top-k result as the user's original query. We call this locus the global immutable region (GIR). The GIR can be used as a guide to query vector readjustments, as a sensitivity measure for the top-k result, as well as to enable effective result caching. We develop efficient algorithms for GIR computation, and verify their robustness using a variety of real and synthetic datasets.

Keywords
  • Sensitivity analysis,
  • Top-k search,
  • algorithms,
  • Data dimensions,
  • Query vectors,
  • Sensitivity measures,
  • Synthetic datasets,
  • Top-k query processing,
  • User's preferences,
  • Weight setting
ISBN
9781450323765
Identifier
10.1145/2588555.2610508
Publisher
ACM
City or Country
New York
Creative Commons License
Creative Commons Attribution-NonCommercial-No Derivative Works 4.0 International
Additional URL
http://dx.doi.org/10.1145/2588555.2610508
Citation Information
Jilian ZHANG, Kyriakos MOURATIDIS and Hwee Hwa PANG. "Global Immutable Region Computation" SIGMOD '14: Proceedings of the 2014 ACM SIGMOD International Conference on Management of Data: June 22-27, 2014, Snowbird, UT (2014) p. 1151 - 1162
Available at: http://works.bepress.com/hweehwa-pang/36/