Martin Genzel

activity

20142026

most citedSolving Inverse Problems With Deep Neural Networks -- Robustness Included?

150 citations · 423 across the 23 of their papers we have counts for

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Showing 2016Show all

2 papers · 1 filter

stat.ML2016★ 7 cited

A Mathematical Framework for Feature Selection from Real-World Data with Non-Linear Observations

Martin Genzel, Gitta Kutyniok

In this paper, we study the challenge of feature selection based on a relatively small collection of sample pairs ${(x_{i}, y_{i})}_{1 \leq i \leq m}$ . The observations $y_i \in \mat…

math.ST2016★ 25 cited

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 $x_{0} \in R^{n}$ from non-linear and noisy Gaussian observations. Supposing that $x_{0}$ is contained in a c…