Scoping review of 30 papers finds that vertical methods for linear and logistic regression on partitioned health data rarely achieve equivalence to pooled analyses while also being communication-efficient and verifiably private.
VERTICOX: Vertically Distributed Cox Proportional Hazards Model Using the Alternating Direction Method of Multipliers
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Multi-Site Health Research Integrating Complementary Data Sources: A Scoping Review of Statistical Inference Methods for Vertically Partitioned Data
Scoping review of 30 papers finds that vertical methods for linear and logistic regression on partitioned health data rarely achieve equivalence to pooled analyses while also being communication-efficient and verifiably private.