Heterogeneity-aware and communication-efficient distributed statistical inference
Heterogeneity-aware and communication-efficient distributed statistical inference
Summary In multicentre research, individual-level data are often protected against sharing across sites. To overcome the barrier of data sharing, many distributed algorithms, which only require sharing aggregated information, have been developed. The existing distributed algorithms usually assume the data are homogeneously distributed across sites. This assumption ignores the important …