Guide to differential privacy modifications : a taxonomy of variants and extensions / / Balázs Pejó and Damien Desfontaines
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| Autore: |
Pejó Balázs
|
| Titolo: |
Guide to differential privacy modifications : a taxonomy of variants and extensions / / Balázs Pejó and Damien Desfontaines
|
| Pubblicazione: | Cham, Switzerland : , : Springer International Publishing, , [2022] |
| ©2022 | |
| Descrizione fisica: | 1 online resource (91 pages) |
| Disciplina: | 005.8 |
| Soggetto topico: | Computer security |
| Computer security - Data processing | |
| Persona (resp. second.): | DesfontainesDamien |
| 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. |
| Titolo autorizzato: | Guide to differential privacy modifications |
| ISBN: | 3-030-96398-5 |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910559383903321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
SpringerBriefs in Computer Science