Collaborative inference

In this article, we tackle the estimation and inference problem of analyzing distributed streaming data that is collected continuously over multiple data sites. We propose an online two-way approach via linear mixed-effects models. We explicitly …

An online two-way updating framework via mixed effects models to account for both within-site correlation and cross-site heterogeneity.