Review Article

A Comprehensive Survey on Local Differential Privacy

Table 5

Fundamental methods of mean estimation for multiple numerical attributes data under LDP.

MethodsInput boundaryOutput boundaryCommunication costAsymptotic bound errorPrivacy budget/number of attributes

LM [20]
SCDF LM [47]
Staircase mechanism [48]
MeanEst [30]
Harmony-mean [10]
Piecewise mechanism [44]
Hybrid mechanism [44]