Distribution-Free Confidence Ellipsoids for Ridge Regression with PAC Bounds

Szabolcs Szentpéteri, Balázs Csanád Csáji

Linearly parametrized models are widely used in control and signal processing, with the least-squares (LS) estimate being the archetypical solution. When the input is insufficientl…