Phase transition in PCA with missing data: Reduced signal-to-noise ratio, not sample size!

Niels Bruun Ipsen, Lars Kai Hansen

Abstract: How does missing data affect our ability to learn signal structures? It has been shown that learning signal structure in terms of principal components is dependent on the ratio of sample size and d...