Global Differential Privacy

GPTKB entity

Statements (23)
Predicate Object
gptkbp:instanceOf privacy model
gptkbp:appliesTo centralized data
gptkbp:category privacy-preserving data analysis
gptkbp:contrastsWith gptkb:Local_Differential_Privacy
gptkbp:field data privacy
gptkbp:goal protect individual privacy in datasets
gptkbp:guarantees output indistinguishability
https://www.w3.org/2000/01/rdf-schema#label Global Differential Privacy
gptkbp:introduced gptkb:Cynthia_Dwork
gptkbp:introducedIn 2006
gptkbp:mechanismOfAction Exponential mechanism
Gaussian mechanism
Laplace mechanism
gptkbp:parameter privacy budget (epsilon)
gptkbp:relatedTo gptkb:Differential_Privacy
gptkbp:requires trusted data curator
gptkbp:usedBy gptkb:Apple
gptkb:Google
gptkb:US_Census_Bureau
gptkbp:usedIn gptkb:machine_learning
statistical analysis
gptkbp:bfsParent gptkb:Differential_Privacy
gptkbp:bfsLayer 5