Yu-Qian Zhang

Federated Independent Component Analysis via Spectral Alignment and Robust Aggregation

This paper proposes a novel three-step aggregation method that first aligns the permutations across all local estimators via a particular spectral clustering approach, then aligns the signs within each estimated cluster via another tailored spectral approach, and finally applies the geometric median for robust aggregat...