Sentence examples similar to robust regularization from inspiring English sources

The aim of this work was to explore more robust regularization-based solutions through the application of subspace preconditioned LSQR (SP-LSQR) to the study of model-based ECG inverse problems.

However, GV fitting can be made robust by regularization (as in Tk-GV [ 13]).

Anatomical connectivity can be extracted from diffusion tensor magnetic resonance images but, in the current state of the technology, it must be preceded by a robust estimation and regularization stage.

We construct a synthetic LR image to test our algorithm and compare it with the SR algorithm with TV regularization and robust super-resolution (RSR) algorithms.

It combines principles of regularization and robust statistics.

Below we will provide, for each scenario, robust recommendations regarding the regularization method to use and its tuning.

In this paper, we propose a new MRMR criterion combining principles of regularization and robust statistics, together with proposing a novel optimization algorithm for its computation.

A robust method based on linear regularization theory is developed to extract PSD of heterogeneous solid adsorbents from highly noisy condensation isotherms with almost no a priori assumption.

The one- and the zero-norm penalties are used in combination with the Tikhonov regularization under a robust setting designed to correctly classify instances, up to a predefined error rate, even for the worst data distribution.

Furthermore, these results are robust to choices of the regularization parameters, as the functions that determine them change smoothly around their minimum region where these parameters are selected.

A robust descent type algorithm through adaptive regularization is designed to solve a geophysical inverse problem.