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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

Forme linéaire

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Variational minimization of orbital-density-dependent functionals

Single-Shot Imaging with Higher-Dimensional Encoding Using Magnetic Field Monitoring and Concomitant Field Correction

Polymer Brush Guided Formation of Conformal, Plasmonic Nanoparticle-Based Electrodes for Microwire Solar Cells

Incorporating advanced behavioral models in integer optimization

Phase estimation from noisy phase fringe patterns using linearly independent basis functions

B1+-mapping and B1+ inhomogeneity correction at high field

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

Random Access With Physical-Layer Network Coding

Graph Embedded Nonparametric Mutual Information For Supervised Dimensionality Reduction

Finite ion temperature effects on scrape-off layer turbulence

Random Access With Physical-Layer Network Coding

Variational minimization of orbital-density-dependent functionals

Single-Shot Imaging with Higher-Dimensional Encoding Using Magnetic Field Monitoring and Concomitant Field Correction

Polymer Brush Guided Formation of Conformal, Plasmonic Nanoparticle-Based Electrodes for Microwire Solar Cells

Incorporating advanced behavioral models in integer optimization

Phase estimation from noisy phase fringe patterns using linearly independent basis functions

B1+-mapping and B1+ inhomogeneity correction at high field

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

Graph Embedded Nonparametric Mutual Information For Supervised Dimensionality Reduction

Finite ion temperature effects on scrape-off layer turbulence