Title | ||
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Utility-preserving privacy protection of nominal data sets via semantic rank swapping. |
Abstract | ||
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•We present rank swapping methods capable of semantically protecting nominal data.•Our methods offer and enforce ex ante privacy guarantees.•We propose a binary relation to semantically sort nominal data.•Our methods perfectly preserve univariate statistics.•Our multivariate method reasonably preserves the correlation among attributes. |
Year | DOI | Venue |
---|---|---|
2019 | 10.1016/j.inffus.2018.02.008 | Information Fusion |
Keywords | Field | DocType |
Rank swapping,Nominal data,Semantics,Ontologies | Ontology (information science),Data mining,Data set,Categorical variable,sort,Sorting,Register of data controllers,Artificial intelligence,Data Protection Act 1998,Semantics,Mathematics,Machine learning | Journal |
Volume | ISSN | Citations |
45 | 1566-2535 | 1 |
PageRank | References | Authors |
0.36 | 20 | 3 |
Name | Order | Citations | PageRank |
---|---|---|---|
Mercedes Rodriguez-Garcia | 1 | 8 | 2.53 |
Montserrat Batet | 2 | 899 | 37.20 |
David Sánchez | 3 | 690 | 33.01 |