JAMES FRANCIS HANNAN LECTURE SERIES Department of Statistics and Probability Michigan State University

We study the behavior of robust regression and least squares in the un-penalized case for 0 < p=n < 1. Surprisingly it turns out individual coecients are still asymptotically normal unbiased at rate 1= p n but the variance diers from the xed p situation with important implications