Sketching low-rank matrices with a shared column space by convex programming

Rakshith S Srinivasa, Seonho Kim, Kiryung Lee

In many practical applications including remote sensing, multi-task learning, and multi-spectrum imaging, data are described as a set of matrices sharing a common column space. We…