Global Convergence of Adaptive Sensing for Principal Eigenvector Estimation

Alex Saad-Falcon, Brighton Ancelin, Justin Romberg

Principal component analysis classically requires full $d$-dimensional samples, yet in various applications hardware limits acquisition to a few scalar measurements per sample. We…