Confidence Intervals for Linear Models with Arbitrary Noise Contamination

Dong Xie, Chao Gao, John Lafferty

We study confidence interval construction for linear regression under Huber's contamination model, where an unknown fraction of noise variables is arbitrarily corrupted. While robu…