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author:

Wu, Y.-J. (Wu, Y.-J..) [1] | Chen, H. (Chen, H..) [2] | Wang, Y.-L. (Wang, Y.-L..) [3] | Sun, L. (Sun, L..) [4]

Indexed by:

Scopus PKU CSCD

Abstract:

In the existing methods for differentially private histogram publication, a histogram is mapped to a perfect m-ary range tree. The accuracies of queries are boosted through consistency constraints of the queries. However, not all histograms in real application can be mapped to perfect m-ary range trees directly. In this paper, a range tree structure, k-range tree, is firstly put forward. By k-range tree, an arbitrary histogram is mapped to a range tree. Secondly, the theoretical analysis shows that for differentially private histogram publication for arbitrary range tree structure, the error of range counting queries still can be further reduced by solving the best linear unbiased estimation of the tree node values through consistency. Finally, a differentially private histogram publication algorithm based on local best linear unbiased estimation(LBLUE) for arbitrary range tree structure is proposed. Experiment is carried out to compare LBLUE and the traditional algorithms on the accuracy of range counting queries in the released histogram and the algorithm efficiency. Experimental results show that LBLUE is effective and feasible. © 2015, Science Press. All right reserved.

Keyword:

Arbitrary rang tree structure; Best linear unbiased estimation; Differential privacy; Histogram publication

Community:

  • [ 1 ] [Wu, Y.-J.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350116, China
  • [ 2 ] [Chen, H.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350116, China
  • [ 3 ] [Wang, Y.-L.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350116, China
  • [ 4 ] [Sun, L.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350116, China

Reprint 's Address:

  • 王一蕾

    [Wang, Y.-L.]College of Mathematics and Computer Science, Fuzhou UniversityChina

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Source :

Pattern Recognition and Artificial Intelligence

ISSN: 1003-6059

CN: 34-1089/TP

Year: 2015

Issue: 12

Volume: 28

Page: 1084-1092

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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