Central Differential Privacy

GPTKB entity

Predicate	Object
gptkbp:instanceOf	Privacy Model
gptkbp:advantage	Higher Utility than Local Differential Privacy
gptkbp:application	gptkb:Census_Data Healthcare Data Search Logs
gptkbp:contrastsWith	gptkb:Local_Differential_Privacy
gptkbp:field	gptkb:Differential_Privacy Data Privacy
gptkbp:firstDescribed	2006
gptkbp:goal	Protect individual privacy in aggregated data analysis
gptkbp:hasConcept	Data is collected centrally and noise is added at the server side
https://www.w3.org/2000/01/rdf-schema#label	Central Differential Privacy
gptkbp:introduced	gptkb:Cynthia_Dwork
gptkbp:limitation	Requires Trust in Data Collector
gptkbp:mathematicalGuarantee	Epsilon-Differential Privacy
gptkbp:privacyGuarantee	Limits Information Leakage about Individuals
gptkbp:relatedConcept	gptkb:Exponential_Mechanism gptkb:Gaussian_Mechanism gptkb:Laplace_Mechanism gptkb:Privacy_Budget
gptkbp:requires	gptkb:Trusted_Data_Collector
gptkbp:standardizedBy	gptkb:US_Census_Bureau
gptkbp:usedBy	gptkb:Apple gptkb:Google gptkb:US_Census_Bureau
gptkbp:usedIn	gptkb:Machine_Learning Statistical Analysis
gptkbp:bfsParent	gptkb:Local_Differential_Privacy
gptkbp:bfsLayer	6