An Effective Incentive Mechanism for Individual Data Sharing

Yunzhou Wu · 2023

In this paper, an elegant mechanism of data-sharing and incentive is constructed based on personalized local differential privacy. We also proved that the mechanism is perfectly data privacy, arbitrage-free, ex-interim individually rational, Bayesian incentive compatible, and equilibrium. By this way, data consumer can maximize estimation accuracy with the lowest capital budget or minimize capital budget with the considerable accuracy.

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