Publications associées à Elastic net regularization

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Combinatorial Selection and Least Absolute Shrinkage via the CLASH Algorithm

Volkan Cevher, Anastasios Kyrillidis

The least absolute shrinkage and selection operator (LASSO) for linear regression exploits the geometric interplay of the

\ell_2

-data error objective and the

\ell_1

-norm constraint to arbitrarily select sparse models. Guiding this uninformed selection ...

IEEE2012

Elastic net regularization

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Hessian-Based Regularization For 3-D Microscopy Image Restoration

Hessian-Based Regularization for 3-D Microscopy Image Restoration

Explicit non-local damage computations in dynamics: on the importance of the choice of the non-local variable.

The importance of priors for l2 regularization and total variation methods in quantitative susceptibility mapping

Compressible distributions for high-dimensional statistics

Combinatorial Selection and Least Absolute Shrinkage via the CLASH Algorithm

Sparse diffusion LMS for distributed adaptive estimation

Estimating the non-linear dynamics of free-flying objects

Regularized Bundle Methods for Convex and Non-Convex Risks

Fast Geodesic Active Fields for Image Registration based on Splitting and Augmented Lagrangian Approaches

Regularized Bundle Methods for Convex and Non-Convex Risks

Compressible distributions for high-dimensional statistics

Hessian-Based Regularization For 3-D Microscopy Image Restoration

The importance of priors for l2 regularization and total variation methods in quantitative susceptibility mapping

Combinatorial Selection and Least Absolute Shrinkage via the CLASH Algorithm

Fast Geodesic Active Fields for Image Registration based on Splitting and Augmented Lagrangian Approaches

Estimating the non-linear dynamics of free-flying objects

Sparse diffusion LMS for distributed adaptive estimation

Explicit non-local damage computations in dynamics: on the importance of the choice of the non-local variable.

Hessian-Based Regularization for 3-D Microscopy Image Restoration