Few-Round Distributed Principal Component Analysis: Closing the Statistical Efficiency Gap by Consensus

ZeYu Li, Xinsheng Zhang, Wang Zhou

Distributed algorithms and theories are called for in this era of big data. Under weaker local signal-to-noise ratios, we improve upon the celebrated one-round distributed principa…