A Projector-Based Approach to Quantifying Total and Excess Uncertainties for Sketched Linear Regression

Jocelyn T. Chi, Ilse C. F. Ipsen

Linear regression is a classic method of data analysis. In recent years, sketching -- a method of dimension reduction using random sampling, random projections, or both -- has gain…