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Honest Fraction Differential Privacy [PDF]
Proceedings of the 2024 ACM Workshop on Information Hiding and Multimedia SecurityInternational ...
Imane Taibi, Jan Ramon
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2019
The problem of learning from data while preserving the privacy of individual observations has a long history and spans over multiple disciplines [1, 2, 3]. One way to preserve privacy is to corrupt the learning procedure with noise without destroying the information that we want to extract. Differential Privacy (DP) is one of the most powerful tools in
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The problem of learning from data while preserving the privacy of individual observations has a long history and spans over multiple disciplines [1, 2, 3]. One way to preserve privacy is to corrupt the learning procedure with noise without destroying the information that we want to extract. Differential Privacy (DP) is one of the most powerful tools in
openaire +2 more sources
Linking Differential Identifiability with Differential Privacy
2018The problem of preserving privacy while mining data has been studied extensively in recent years because of its importance for enabling sharing data sets. Differential Identifiability, parameterized by the probability of individual identification \(\rho \), was proposed to provide a solution to this problem.
Anis Bkakria +2 more
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Differential Privacy Techniques for Cyber Physical Systems: A Survey
IEEE Communications Surveys and Tutorials, 2020Jinjun Chen +2 more
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The Complexity of Differential Privacy
2017Differential privacy is a theoretical framework for ensuring the privacy of individual-level data when performing statistical analysis of privacy-sensitive datasets. This tutorial provides an introduction to and overview of differential privacy, with the goal of conveying its deep connections to a variety of other topics in computational complexity ...
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Hypercalcemia and cancer: Differential diagnosis and treatment
Ca-A Cancer Journal for Clinicians, 2018Sarah B Fisher, Nancy D Perrier
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limma powers differential expression analyses for RNA-sequencing and microarray studies
Nucleic Acids Research, 2015Matthew E Ritchie +2 more
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The interplay of competitive and cooperative behavior and differential benefits in alliances
Strategic Management Journal, 2018Birgul Arslan
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Solving nonlinear fractional partial differential equations using the homotopy analysis method
Numerical Methods for Partial Differential Equations, 2010Abbas Saadatmandi +2 more
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