A metaheuristic algorithm for hiding sensitive itemsets
Paper
Lin, Jerry Chun-Wei, Zhang, Yuyu, Fournier-Viger, Philippe, Djenouri, Youcef and Zhang, Ji. 2018. "A metaheuristic algorithm for hiding sensitive itemsets." Hartmann, Sven, Ma, Hui, Hameurlain, Abdelkader, Pernul, Gunther and Wagner, Roland R. (ed.) 29th International Conference on Database and Expert Systems Applications (DEXA 2018). Regensburg, Germany 03 - 06 Sep 2018 Cham, Switzerland. Springer. https://doi.org/10.1007/978-3-319-98812-2_45
Paper/Presentation Title | A metaheuristic algorithm for hiding sensitive itemsets |
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Presentation Type | Paper |
Authors | Lin, Jerry Chun-Wei (Author), Zhang, Yuyu (Author), Fournier-Viger, Philippe (Author), Djenouri, Youcef (Author) and Zhang, Ji (Author) |
Editors | Hartmann, Sven, Ma, Hui, Hameurlain, Abdelkader, Pernul, Gunther and Wagner, Roland R. |
Journal or Proceedings Title | Lecture Notes in Computer Science (Book series) |
Journal Citation | 11030, pp. 492-498 |
Number of Pages | 7 |
Year | 2018 |
Publisher | Springer |
Place of Publication | Cham, Switzerland |
ISSN | 1611-3349 |
0302-9743 | |
ISBN | 9783319988115 |
9783319988122 | |
Digital Object Identifier (DOI) | https://doi.org/10.1007/978-3-319-98812-2_45 |
Conference/Event | 29th International Conference on Database and Expert Systems Applications (DEXA 2018) |
Event Details | 29th International Conference on Database and Expert Systems Applications (DEXA 2018) Event Date 03 to end of 06 Sep 2018 Event Location Regensburg, Germany |
Abstract | In this paper, we first present a multi-objective algorithm for hiding the sensitive information with transaction deletion based on the NSGAII framework. The proposed can efficiently sort the non-dominated solutions and find the set of Pareto results for later process. Experimental results on two real datasets illustrated that the proposed algorithm can achieve satisfactory results with fewer side effects compared to the previous single-objective evolutionary approaches. |
Keywords | PPDM, sanitization, evolutionary computation, Pareto solutions |
ANZSRC Field of Research 2020 | 469999. Other information and computing sciences not elsewhere classified |
Public Notes | Files associated with this item cannot be displayed due to copyright restrictions. |
Byline Affiliations | Harbin Institute of Technology, China |
University of Southern Denmark, Denmark | |
School of Agricultural, Computational and Environmental Sciences | |
Institution of Origin | University of Southern Queensland |
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