Systematic literature review maps 13 privacy engineering dimensions into two recurrent cores mediated by modeling, with concentrations at specific lifecycle stages and domain variations.
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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.
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Privacy Engineering: A Systematic Literature Review
Systematic literature review maps 13 privacy engineering dimensions into two recurrent cores mediated by modeling, with concentrations at specific lifecycle stages and domain variations.
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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.