High-Dimensional Estimation of Structured Signals from Non-Linear Observations with General Convex Loss Functions

Martin Genzel

In this paper, we study the issue of estimating a structured signal $x_0\in {\mathbb{R}}^n$ from non-linear and noisy Gaussian observations. Supposing that $x_0$ is contained in a c…