Research Article

An Adaptive Grid and Incentive Mechanism for Personalized Differentially Private Location Data in the Local Setting

Algorithm 1

Local randomizer LR.
Input: m-bit string , the privacy budget ε, and user’s hashed location li,j
Output: sanitized bit zj
(1)Generate the standard basis vector
(2)
(3)Randomize j-bit xj of the input
(4)
(5)where
(6)return