Differential Privacy
Risky Traitor Tracing and New Differential Privacy Negative Results
... satisfies differential privacy, we can argue that the sanitizer could still be a useful pirate box even if one of keys in the database is deleted, however the tracing algorithm will still output the missing ...
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Approximate and Probabilistic Differential Privacy Definitions
... description of A . If the databases depend on the security parameter, things get a little more tricky. We either consider a non-uniform adversary (that can have two relevant databases of a polynomial size hard-coded) or ...
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REVIEW ON DIFFERENTIAL PRIVACY OF REAL TIME DATA
... on privacy preserving of whatever data get ...the privacy of statistical databases. Among those differential privacy has lots of ...about privacy is provided. So preserving ...
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Automated methods for checking differential privacy
... Differential privacy [1] is a gold standard for privacy of statistical ...ential privacy ensures that running the algorithm on any two “adjacent” databases yields two “approximately” equal ...
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The Limits of Two-Party Differential Privacy
... two-sided differential privacy, protecting the data of both ...input. Differential privacy for distributed databases was first con- sidered in the seminal work on privacy-preserving ...
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The Complexity of Computing the Optimal Composition of Differential Privacy
... Differential privacy is a framework that allows statistical analysis of private databases while minimizing the risks to individuals in the databases. The idea is that an individual should be relatively ...
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Conservative or liberal? : personalized differential privacy
... different privacy expectations, a data analyst em- ploying differential privacy has limited ...global privacy level high enough to satisfy even the privacy fundamentalists in the ...
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Bisimilarity distances for approximate differential privacy
... Abstract. Differential privacy is a widely studied notion of privacy for various models of ...δ-differential privacy in the setting of labelled Markov ...δ-differential ...
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A Method of Personalized Recommendation Based on Differential Privacy
... Semantic verification and differential privacy noise is the two key steps of this recommended method. In this paper, we have a property to represent the degree of preference of the project when the ...
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Differential Privacy for Functions and Functional Data
... preserve differential privacy? This question has been addressed in detail for real-valued, count-valued and vector-valued data (see, for example, Hardt and Talwar, ...
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Combining Differential Privacy and Secure Multiparty Computation
... of differential privacy (global budgets, Personalized Differential Privacy with in-place budgets and provenance budgets) and also for a non-differentially private (but still secret-shared) ...
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Protecting Privacy and Security of Genomic Data in i2b2 with Homomorphic Encryption and Differential Privacy
... Access rights for each new user are also assigned during this phase and stored on the i2b2 server, as shown in Fig. 2b. Different users might have different rights to ac- cess patients’ private information. Our system ...
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Histogram Publishing Method Based on Differential Privacy
... under differential privacy, this paper proposes clustering-based grouping method APG, which uses the exponential mechanism to gradually approximate the correct ordering of ...
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Practical Private Data Analysis with Differential Privacy.
... of differential privacy called personalized differential privacy that is defined similarly to ...persoanlized privacy amounts to a privacy budget management ...personal ...
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An Adaptive Algorithm for Range Queries in Differential Privacy
... The differential privacy is taken into consideration to produce a partition that is quite close to the optimal ...the privacy of the database is the most significant issue that the algorithm seeks to ...
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The Complexity of Computing the Optimal Composition of Differential Privacy
... Differential privacy is a framework that allows statistical analysis of private databases while mini- mizing the risks to individuals in the databases. The idea is that an individual should be relatively ...
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Location Data Record Privacy Protection based on Differential Privacy Mechanism
... on differential privacy mechanism, many relat- ed technologies are used to protect location ...strong differential privacy protection ...predictive differential-private mechanism for ...
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Secure Two-Party Protocol for Privacy-Preserving Classification via Differential Privacy
... individual privacy is preserved, and the output mining model is practically ...a privacy-preserving decision tree classifier over distributed data using differential ...
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Efficient Trajectory Data Privacy Protection Scheme Based on Laplace's Differential Privacy
... data privacy protec- tion scheme based on Laplace’s differential privacy mech- ...Laplace’ differential privacy method, and the new poly- gon centroids are used to replace the protected ...
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Mathematical foundations of differential privacy
... for differential privacy ...satisfy differential privacy while adding less noise than the Laplace ...of privacy while adding greater ...
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