Can we trust the bootstrap in high-dimension?

no code implementations • 2 Aug 2016 • Noureddine El Karoui, Elizabeth Purdom

We consider ordinary least-squares as well as robust regression methods and adopt a minimalist performance requirement: can the bootstrap give us good confidence intervals for a single coordinate of $\beta$?

regression Vocal Bursts Intensity Prediction