Tuning-free one-bit covariance estimation using data-driven dithering

Sjoerd Dirksen, Johannes Maly

We consider covariance estimation of any subgaussian distribution from finitely many i.i.d. samples that are quantized to one bit of information per entry. Recent work has shown th…