Proof of Concept Example for Use of Simulation to Allow Data Pooling Despite Privacy Restrictions
Abstract
Integrating results from multiple samples is often desirable, but privacy restrictions may preclude full data pooling, and most datasets do not include fully harmonized variable sets. We propose a simulation-based method leveraging partial information across datasets to guide creation of synthetic data based on explicit assumptions about the underlying causal structure that permits pooled analyses that adjust for all desired confounders in the...
Paper Details
Title
Proof of Concept Example for Use of Simulation to Allow Data Pooling Despite Privacy Restrictions
Published Date
Jun 25, 2021
Journal
Volume
32
Issue
5
Pages
638 - 647
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