A differentially private pipeline using node-level DP summaries to fit ERGMs or SBMs, generate synthetic networks, and simulate SIS disease spread on ARTNet sexual contact data produces incidence, prevalence, and intervention effect sizes close to non-private versions.
Franklin, Ali Ghodsi, Joseph M
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vMODB co-designs a Virtual Micro Service programming model with a system that unifies event and data management to enforce ACID properties in distributed asynchronous applications, outperforming eventual-consistency frameworks by up to 3x on two benchmarks.
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Differentially Private Modeling of Disease Transmission within Human Contact Networks
A differentially private pipeline using node-level DP summaries to fit ERGMs or SBMs, generate synthetic networks, and simulate SIS disease spread on ARTNet sexual contact data produces incidence, prevalence, and intervention effect sizes close to non-private versions.
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vMODB: Unifying Event and Data Management for Distributed Asynchronous Applications
vMODB co-designs a Virtual Micro Service programming model with a system that unifies event and data management to enforce ACID properties in distributed asynchronous applications, outperforming eventual-consistency frameworks by up to 3x on two benchmarks.