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Algorithm for Computing Convex Skyline Objectsets on Numerical Databases

Md. Anisuzzaman SIDDIQUE, Yasuhiko MORIMOTO

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Summary :

Given a set of objects, a skyline query finds the objects that are not dominated by others. We consider a skyline query for sets of objects in a database in this paper. Let s be the number of objects in each set and n be the number of objects in the database. The number of sets in the database amounts to nCs. We propose an efficient algorithm to compute convex skyline of the nCs sets. We call the retrieve skyline objectsets as "convex skyline objectsets". Experimental evaluation using real and synthetic datasets demonstrates that the proposed skyline objectset query is meaningful and is scalable enough to handle large and high dimensional databases. Recently, we have to aware individual's privacy. Sometimes, we have to hide individual values and are only allowed to disclose aggregated values of objects. In such situation, we cannot use conventional skyline queries. The proposed function can be a promising alternative in decision making in a privacy aware environment.

Publication
IEICE TRANSACTIONS on Information Vol.E93-D No.10 pp.2709-2716
Publication Date
2010/10/01
Publicized
Online ISSN
1745-1361
DOI
10.1587/transinf.E93.D.2709
Type of Manuscript
Special Section PAPER (Special Section on Data Mining and Statistical Science)
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