Provable Model-Parallel Distributed Principal Component Analysis with Parallel Deflation

Fangshuo Liao, Wenyi Su, Anastasios Kyrillidis

We study a distributed Principal Component Analysis (PCA) framework where each worker targets a distinct eigenvector and refines its solution by updating from intermediate solution…