This paper gives the first edge-differentially-private algorithms for choosing nodes to vaccinate so that the residual contact network has low maximum degree or spectral radius, with approximation guarantees and experiments.
Privacy concerns can explain unwillingness to download and use contact tracing apps when covid-19 concerns are high
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Controlling the Spread of Epidemics on Networks with Differential Privacy
This paper gives the first edge-differentially-private algorithms for choosing nodes to vaccinate so that the residual contact network has low maximum degree or spectral radius, with approximation guarantees and experiments.