High-dimensional regression with noisy and missing data: Provable guarantees with nonconvexity

Po-Ling Loh, Martin J. Wainwright

Although the standard formulations of prediction problems involve fully-observed and noiseless data drawn in an i.i.d. manner, many applications involve noisy and/or missing data,…