A hands-on tutorial to understand L1 (Lasso) and L2 (Ridge) regularization using Python and Scikit-learn with visual and performance comparison. This repository provides a detailed and practical ...

This repository contains all the code used for the experiments of the paper Symmetry-based Regularization in Deep Breast Cancer Screening (currently under review). To reproduce results on a different ...

Abstract: Regularization plays a vital role in ill-posed problems. A properly chosen regularization can direct the solution toward a better quality outcome. An emerging powerful regularization is one ...

Abstract: In this work, we propose a high-order regularization method to solve the ill-conditioned problems in robot localization. Numerical solutions to robot localization problems are often unstable ...

This thesis is about regularization of ultraviolet divergences appearing in the perturbative expansion of quantum field theories (QFTs). We present a general view of the ambiguities that may arise in ...

A Lavrentiev prox-regularization method for optimal control problems with point-wise state constraints is introduced where both the objective function and the constraints are regularized. The ...