Title
Utility-preserving privacy protection of nominal data sets via semantic rank swapping.
Abstract
•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-Garcia182.53
Montserrat Batet289937.20
David Sánchez369033.01