Improved Matrix Uncertainty Selector

Mathieu Rosenbaum, Alexandre B. Tsybakov

We consider the regression model with observation error in the design: y=Xθ* + e, Z=X+N. Here the random vector y in R^n and the random n*p matrix Z are observed, the n*p matrix X…