Research graph
References from Group zero-norm regularized robust loss minimization: Proximal MM method and statistical error bound. Local targets link to admitted publications; unresolved targets remain external evidence.
Model selection and estimation in regression with grouped variables
10.1111/j.1467-9868.2005.00532.x · 2006 · External reference
Structured compressed sensing: from theory to applications
10.1109/tsp.2011.2161982 · 2011 · External reference
Unresolved reference
2010 · External reference
Computational methods for sparse solution of linear inverse problems
10.1109/jproc.2010.2044010 · 2010 · External reference
Visual classification with multitask joint sparse representation
10.1109/tip.2012.2205006 · 2012 · External reference
Multi-stage multi-task feature learning
2013 · External reference
The benefit of group sparsity
10.1214/09-aos778 · 2010 · External reference
Structured variable selection with sparsity-inducing norms
2011 · External reference
The group lasso for logistic regression
10.1111/j.1467-9868.2007.00627.x · 2008 · External reference
Joint covariate selection for grouped classification
10.1007/s11222-008-9111-x · 2010 · External reference
Flexible latent variable models for multi-task learning
10.1007/s10994-008-5050-1 · 2008 · External reference
Robust recovery of signals from a structured union of subspaces
10.1109/tit.2009.2030471 · 2009 · External reference
On the reconstruction of block-sparse signals with an optimal number of measurements
10.1109/tsp.2009.2020754 · 2009 · External reference
A fast unified algorithm for solving group-lasso penalize learning problems
10.1007/s11222-014-9498-5 · 2015 · External reference
Optimization problems involving group sparsity terms
10.1007/s10107-018-1277-1 · 2019 · External reference
Model selection and estimation in high dimensional regression models with group SCAD
10.1016/j.spl.2015.04.017 · 2015 · External reference
Group sparse optimization via lp,q regularization
2017 · External reference
A sparse semismooth newton based proximal majorization-minimization algorithm for nonconvex square-root-loss regression problems
2020 · External reference
Zero-norm regularized problems: equivalent surrogates, proximal MM method and statistical error bound
10.1007/s10589-023-00496-x · 2023 · External reference
Sparse group fused lasso for model segmentation: a hybrid approach
10.1007/s11634-020-00424-5 · 2021 · External reference
Local optimality for stationary points of group zero-norm regularized problems and equivalent surrogates
10.1080/02331934.2022.2057853 · 2023 · External reference
Sparse group lasso: consistency and climate applications
2012 · External reference
Asymptotic theory of the adaptive sparse group lasso
10.1007/s10463-018-0692-7 · 2020 · External reference
Sparse overlapping sets lasso for multitask learning and its application to FMRI analysis
2013 · External reference
Classification with the sparse group lassoy
10.1109/tsp.2015.2488586 · 2015 · External reference
Multivariate sparse group lasso for the multivariate multiple linear regression with an arbitrary group structurey
10.1111/biom.12292 · 2015 · External reference
Error bounds for compressed sensing algorithms with group sparsity: a unified approachy
10.1016/j.acha.2015.11.006 · 2017 · External reference
A general theory of concave regularization for highdimensional sparse estimation problems
10.1214/12-sts399 · 2012 · External reference
Strong oracle optimality of folded concave penalized estimation
2012 · External reference
Regularized M-estimators with nonconvexity: statistical and algorithmic theory for local optima
2015 · External reference
Unresolved reference
1970 · External reference
Proximal alternating minimization and projection methods for nonconvex problems: an approach based on the Kurdyka-Łojasiewicz inequality
10.1287/moor.1100.0449 · 2010 · External reference
Calculus of the exponent of Kurdyka-Łojasiewicz inequality and its applications to linear convergence of first-order methods
10.1007/s10208-017-9366-8 · 2018 · External reference
Kurdyka-Łojasiewicz property of zero-norm composite functions
10.1007/s10957-020-01779-7 · 2021 · External reference
Kurdyka-Łojasiewicz exponent via inf-projection
10.1007/s10208-021-09528-6 · 2022 · External reference
Unresolved reference
1998 · External reference
Proximal alternating linearized minimization for nonconvex and nonsmooth problems
10.1007/s10107-013-0701-9 · 2014 · External reference
On the convergence of the proximal algorithm for nonsmooth functions involving analytic features
10.1007/s10107-007-0133-5 · 2009 · External reference
A unified framework for high-dimensional analysis of M-estimators with decomposable regularizers
10.1214/12-sts400 · 2012 · External reference
Restricted eigenvalue properties for correlated Gaussian designs
2010 · External reference
Augmented Lagrangians and applications of the proximal point algorithm in convex programming
10.1287/moor.1.2.97 · 1976 · External reference
Generalized Hessian matrix and second-order optimality conditions for problems with C1,1 data
10.1007/bf01442169 · 1984 · External reference
A Newton-CG augmented Lagrangian method for semidefinite programming
10.1137/080718206 · 2010 · External reference
An efficient Hessian based algorithm for solving large-scale sparse group Lasso problems
10.1007/s10107-018-1329-6 · 2020 · External reference
LIBSVM: a library for support vector machines
2007 · External reference
Unresolved reference
External reference
A highly efficient semismooth Newton augmented Lagrangian method for solving Lasso problems
10.1137/16m1097572 · 2018 · External reference
Predicting execution time of computer programs using sparse polynomial regression
2010 · External reference
Generalized Hessian matrix and second-order optimality conditions for problems with C1,1 data
10.1007/bf01442169 · ExternalCitation · doi-reference
On the convergence of the proximal algorithm for nonsmooth functions involving analytic features
10.1007/s10107-007-0133-5 · ExternalCitation · doi-reference
Proximal alternating linearized minimization for nonconvex and nonsmooth problems
10.1007/s10107-013-0701-9 · ExternalCitation · doi-reference
Optimization problems involving group sparsity terms
10.1007/s10107-018-1277-1 · ExternalCitation · doi-reference
An efficient Hessian based algorithm for solving large-scale sparse group Lasso problems
10.1007/s10107-018-1329-6 · ExternalCitation · doi-reference
Calculus of the exponent of Kurdyka-Łojasiewicz inequality and its applications to linear convergence of first-order methods
10.1007/s10208-017-9366-8 · ExternalCitation · doi-reference
Kurdyka-Łojasiewicz exponent via inf-projection
10.1007/s10208-021-09528-6 · ExternalCitation · doi-reference
Asymptotic theory of the adaptive sparse group lasso
10.1007/s10463-018-0692-7 · ExternalCitation · doi-reference
Zero-norm regularized problems: equivalent surrogates, proximal MM method and statistical error bound
10.1007/s10589-023-00496-x · ExternalCitation · doi-reference
Kurdyka-Łojasiewicz property of zero-norm composite functions
10.1007/s10957-020-01779-7 · ExternalCitation · doi-reference
Flexible latent variable models for multi-task learning
10.1007/s10994-008-5050-1 · ExternalCitation · doi-reference
Joint covariate selection for grouped classification
10.1007/s11222-008-9111-x · ExternalCitation · doi-reference
A fast unified algorithm for solving group-lasso penalize learning problems
10.1007/s11222-014-9498-5 · ExternalCitation · doi-reference
Sparse group fused lasso for model segmentation: a hybrid approach
10.1007/s11634-020-00424-5 · ExternalCitation · doi-reference
Error bounds for compressed sensing algorithms with group sparsity: a unified approachy
10.1016/j.acha.2015.11.006 · ExternalCitation · doi-reference
Model selection and estimation in high dimensional regression models with group SCAD
10.1016/j.spl.2015.04.017 · ExternalCitation · doi-reference
Local optimality for stationary points of group zero-norm regularized problems and equivalent surrogates
10.1080/02331934.2022.2057853 · ExternalCitation · doi-reference
Computational methods for sparse solution of linear inverse problems
10.1109/jproc.2010.2044010 · ExternalCitation · doi-reference
Visual classification with multitask joint sparse representation
10.1109/tip.2012.2205006 · ExternalCitation · doi-reference
Robust recovery of signals from a structured union of subspaces
10.1109/tit.2009.2030471 · ExternalCitation · doi-reference
On the reconstruction of block-sparse signals with an optimal number of measurements
10.1109/tsp.2009.2020754 · ExternalCitation · doi-reference
Structured compressed sensing: from theory to applications
10.1109/tsp.2011.2161982 · ExternalCitation · doi-reference
Classification with the sparse group lassoy
10.1109/tsp.2015.2488586 · ExternalCitation · doi-reference
Multivariate sparse group lasso for the multivariate multiple linear regression with an arbitrary group structurey
10.1111/biom.12292 · ExternalCitation · doi-reference
Model selection and estimation in regression with grouped variables
10.1111/j.1467-9868.2005.00532.x · ExternalCitation · doi-reference
The group lasso for logistic regression
10.1111/j.1467-9868.2007.00627.x · ExternalCitation · doi-reference
A Newton-CG augmented Lagrangian method for semidefinite programming
10.1137/080718206 · ExternalCitation · doi-reference
A highly efficient semismooth Newton augmented Lagrangian method for solving Lasso problems
10.1137/16m1097572 · ExternalCitation · doi-reference
The benefit of group sparsity
10.1214/09-aos778 · ExternalCitation · doi-reference
A general theory of concave regularization for highdimensional sparse estimation problems
10.1214/12-sts399 · ExternalCitation · doi-reference
A unified framework for high-dimensional analysis of M-estimators with decomposable regularizers
10.1214/12-sts400 · ExternalCitation · doi-reference
Augmented Lagrangians and applications of the proximal point algorithm in convex programming
10.1287/moor.1.2.97 · ExternalCitation · doi-reference
Proximal alternating minimization and projection methods for nonconvex problems: an approach based on the Kurdyka-Łojasiewicz inequality
10.1287/moor.1100.0449 · ExternalCitation · doi-reference
