Guide to differential privacy modifications : a taxonomy of variants and extensions / / Balázs Pejó and Damien Desfontaines

• Record Nr.: UNISA996472066703316
• Autore: Pejó Balázs
• Pubbl/distr/stampa: Cham, Switzerland : , : Springer International Publishing, , [2022]; ©2022
• ISBN: 3-030-96398-5
• Descrizione fisica: 1 online resource (91 pages)
• Collana: SpringerBriefs in Computer Science
• Disciplina: 005.8
• Soggetti: Computer security; Computer security - Data processing
• Lingua di pubblicazione: Inglese
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Nota di contenuto: Intro -- Preface -- Contents -- 1 Introduction -- References -- 2 Differential Privacy -- 2.1 The Original Version -- 2.2 Dimensions -- 2.3 Properties -- 2.4 Relations Between Definitions -- References -- 3 Quantification of Privacy Loss (Q) -- 3.1 Allowing a Small Probability of Error -- 3.2 Averaging the Privacy Loss -- 3.3 Controlling the Tail Distribution -- 3.4 Extension -- 3.5 Multidimensional Definitions -- References -- 4 Neighborhood Definition (N) -- 4.1 Changing the Sensitive Property -- 4.2 Limiting the Scope of the Definition -- 4.3 Considering Other Types of Input -- 4.4 Extensions -- 4.5 Multidimensional Definitions -- References -- 5 Variation of Privacy Loss (V) -- 5.1 Allocating Different Privacy Levels -- 5.2 Randomizing the Privacy Levels -- 5.3 Multidimensional Definitions -- References -- 6 Background Knowledge (B) -- 6.1 Conditioning on the Sensitive Property -- 6.2 Removing the Effect of Correlations -- 6.3 Multidimensional Definitions -- References -- 7 Change in Formalism (F) -- 7.1 Hypothesis Testing Interpretation -- 7.2 Prior-Posterior Bounds -- 7.3 Comparing Two Posteriors -- 7.4 Multidimensional Definitions -- References -- 8 Knowledge Gain Relativization (R) -- 8.1 Auxiliary Leakage Functions -- 8.2 Zero-knowledge Proofs -- 8.3 Multidimensional Definitions -- References -- 9 Computational Power (C) -- 9.1 Multidimensional Definitions -- References -- 10 Summarizing Table -- 10.1 Proofs of Properties -- References -- 11 ; Scope and Related Work -- 11.1 Methodology -- 11.2 Out of Scope Definitions -- 11.3 Local Model and Other Contexts -- 11.4 Related Work -- References -- 12 Conclusion.