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Improved matrix uncertainty selector

Improved matrix uncertainty selector

<!-- *** Custom HTML *** --> We consider the regression model with observation error in the design: \begin{eqnarray*}y&amp;=&amp;X\theta^*+\xi,\\ Z&amp;=&amp;X+\Xi.\end{eqnarray*} Here the random vector $y\in\mathbb{R}^n$ and the random $n\times p$ matrix $Z$ are observed, the $n\times p$ matrix $X$ is unknown, $\Xi$ is an $n\times p$ random noise matrix, $\xi\in\mathbb{R}^n$ is …