LEADER 03190nam 2200457 450 001 996472066703316 005 20231110224200.0 010 $a3-030-96398-5 035 $a(MiAaPQ)EBC6950786 035 $a(Au-PeEL)EBL6950786 035 $a(CKB)21500800700041 035 $a(PPN)262168995 035 $a(EXLCZ)9921500800700041 100 $a20221117d2022 uy 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aGuide to differential privacy modifications $ea taxonomy of variants and extensions /$fBala?zs Pejo? and Damien Desfontaines 210 1$aCham, Switzerland :$cSpringer International Publishing,$d[2022] 210 4$d©2022 215 $a1 online resource (91 pages) 225 1 $aSpringerBriefs in Computer Science 311 08$aPrint version: Pejó, Balázs Guide to Differential Privacy Modifications Cham : Springer International Publishing AG,c2022 9783030963972 327 $aIntro -- Preface -- Contents -- 1 Introduction -- References -- 2 Differential Privacy -- 2.1 The Original Version -- 2.2 Dimensions -- 2.3 Properties -- 2.4 Relations Between Definitions -- References -- 3 Quantification of Privacy Loss (Q) -- 3.1 Allowing a Small Probability of Error -- 3.2 Averaging the Privacy Loss -- 3.3 Controlling the Tail Distribution -- 3.4 Extension -- 3.5 Multidimensional Definitions -- References -- 4 Neighborhood Definition (N) -- 4.1 Changing the Sensitive Property -- 4.2 Limiting the Scope of the Definition -- 4.3 Considering Other Types of Input -- 4.4 Extensions -- 4.5 Multidimensional Definitions -- References -- 5 Variation of Privacy Loss (V) -- 5.1 Allocating Different Privacy Levels -- 5.2 Randomizing the Privacy Levels -- 5.3 Multidimensional Definitions -- References -- 6 Background Knowledge (B) -- 6.1 Conditioning on the Sensitive Property -- 6.2 Removing the Effect of Correlations -- 6.3 Multidimensional Definitions -- References -- 7 Change in Formalism (F) -- 7.1 Hypothesis Testing Interpretation -- 7.2 Prior-Posterior Bounds -- 7.3 Comparing Two Posteriors -- 7.4 Multidimensional Definitions -- References -- 8 Knowledge Gain Relativization (R) -- 8.1 Auxiliary Leakage Functions -- 8.2 Zero-knowledge Proofs -- 8.3 Multidimensional Definitions -- References -- 9 Computational Power (C) -- 9.1 Multidimensional Definitions -- References -- 10 Summarizing Table -- 10.1 Proofs of Properties -- References -- 11 Scope and Related Work -- 11.1 Methodology -- 11.2 Out of Scope Definitions -- 11.3 Local Model and Other Contexts -- 11.4 Related Work -- References -- 12 Conclusion. 410 0$aSpringerBriefs in Computer Science 606 $aComputer security$vSoftware 606 $aComputer security$xData processing 615 0$aComputer security 615 0$aComputer security$xData processing. 676 $a005.8 700 $aPejo?$b Bala?zs$01221599 702 $aDesfontaines$b Damien 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a996472066703316 996 $aGuide to differential privacy modifications$92968533 997 $aUNISA