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Sparsistency of $\ell_1$-Regularized $M$-Estimators

Volkan Cevher, Jonathan Mark Scarlett, Yen-Huan Li

We consider the model selection consistency or sparsistency of a broad set of

\ell_1

-regularized

M

-estimators for linear and non-linear statistical models in a unified fashion. For this purpose, we propose the local structured smoothness condition (LSS ...

2015

Linéarité

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Bacteria inactivation during the drying of struvite fertilizers produced from stored urine

On the born approximation for differential microwave imaging using volume integral equation formulation

On characterizing protein spatial clusters with correlation approaches

Raman Self-Frequency Shift of Dissipative Kerr Solitons in an Optical Microresonator

Isogeometric Collocation Method for Partial Differential Equations on Surfaces

A Comparison of Preconditioners for the Steklov–Poincaré Formulation of the Fluid-Structure Coupling in Hemodynamics

Sparsistency of $\ell_1$-Regularized $M$-Estimators

Enhancing clinically-relevant shoulder function assessment using only essential movements

Volume refractometry of liquids using stable optofluidic Fabry-Perot resonator with curved surfaces

ShapeNet: Convolutional Neural Networks on Non-Euclidean Manifolds

Volume refractometry of liquids using stable optofluidic Fabry-Perot resonator with curved surfaces

Isogeometric Collocation Method for Partial Differential Equations on Surfaces

Bacteria inactivation during the drying of struvite fertilizers produced from stored urine

On characterizing protein spatial clusters with correlation approaches

A Comparison of Preconditioners for the Steklov–Poincaré Formulation of the Fluid-Structure Coupling in Hemodynamics

On the born approximation for differential microwave imaging using volume integral equation formulation

Raman Self-Frequency Shift of Dissipative Kerr Solitons in an Optical Microresonator

Enhancing clinically-relevant shoulder function assessment using only essential movements

ShapeNet: Convolutional Neural Networks on Non-Euclidean Manifolds

Sparsistency of $\ell_1$-Regularized $M$-Estimators