Differential Privacy in Multi-Party Resource Sharing. (arXiv:2110.10498v2 [math.OC] UPDATED)

This study examines a resource-sharing problem involving multiple parties
that agree to use a set of capacities together. We start with modeling the
whole problem as a mathematical program, where all parties are required to
exchange information to obtain the optimal objective function value. This
information bears private data from each party in terms of coefficients used in
the mathematical program. Moreover, the parties also consider the individual
optimal solutions as private. In this setting, the concern for the parties …

differential privacy math party privacy sharing