Variable selection using L_q penalties

Regression Shrinkage and Selection Via the Lasso

1996 • 45,633 citations

Support-vector networks

1995 • 35,844 citations

Statistical Learning Theory

1999 • 27,709 citations

Regularization and Variable Selection Via the Elastic Net

2005 • 17,845 citations

An Introduction to Support Vector Machines and Other Kernel-based Learning Methods

2000 • 13,649 citations

The Nature of Statistical Learning Theory

2000 • 10,006 citations

Least angle regression

2004 • 9,323 citations

Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties

2001 • 8,380 citations

Ideal spatial adaptation by wavelet shrinkage

1994 • 7,603 citations

Ridge Regression: Biased Estimation for Nonorthogonal Problems

1970 • 7,167 citations

The Adaptive Lasso and Its Oracle Properties

2006 • 6,979 citations

Atomic Decomposition by Basis Pursuit

1998 • 6,927 citations

Enhancing Sparsity by Reweighted ℓ 1 Minimization

2008 • 4,728 citations

The Dantzig selector: Statistical estimation when p is much larger than n

2007 • 3,026 citations

Sure Independence Screening for Ultrahigh Dimensional Feature Space

2008 • 2,547 citations

Nearly unbiased variable selection under minimax concave penalty

2010 • 2,455 citations

A Statistical View of Some Chemometrics Regression Tools

1993 • 2,166 citations

On Model Selection Consistency of Lasso

2006 • 2,138 citations

Simultaneous analysis of Lasso and Dantzig selector

2009 • 2,097 citations

Wavelet Shrinkage: Asymptopia?

1995 • 1,632 citations

Asymptotics for lasso-type estimators

2000 • 1,320 citations

Sharp Thresholds for High-Dimensional and Noisy Sparsity Recovery Using $\ell _{1}$-Constrained Quadratic Programming (Lasso)

2009 • 1,256 citations

On Model Selection Consistency of Lasso

2006 • 1,023 citations

One-step sparse estimates in nonconcave penalized likelihood models

2008 • 981 citations

Nonconcave penalized likelihood with a diverging number of parameters

2004 • 978 citations

Penalized Regressions: The Bridge versus the Lasso

1998 • 971 citations

1-norm Support Vector Machines

2003 • 850 citations

Coordinate descent algorithms for lasso penalized regression

2008 • 803 citations

The sparsity and bias of the Lasso selection in high-dimensional linear regression

2008 • 802 citations

On the adaptive elastic-net with a diverging number of parameters

2009 • 793 citations

A Selective Overview of Variable Selection in High Dimensional Feature Space.

2010 • 790 citations

Geometric Representation of High Dimension, Low Sample Size Data

2005 • 481 citations

SparseNet: Coordinate Descent With Nonconvex Penalties

2011 • 474 citations

High-dimensional classification using features annealed independence rules

2008 • 464 citations

Piecewise linear regularized solution paths

2007 • 441 citations

Asymptotic properties of bridge estimators in sparse high-dimensional regression models

2008 • 407 citations

Nonconcave Penalized Likelihood With NP-Dimensionality

2011 • 402 citations

VARIABLE SELECTION IN QUANTILE REGRESSION

2009 • 372 citations

Robust Truncated Hinge Loss Support Vector Machines

2007 • 354 citations

Forward Regression for Ultra-High Dimensional Variable Screening

2009 • 343 citations

A General Theory of Concave Regularization for High-Dimensional Sparse Estimation Problems

2012 • 310 citations

A unified approach to model selection and sparse recovery using regularized least squares

2009 • 277 citations

The doubly regularized support vector machine

2006 • 241 citations

Regularization in statistics

2006 • 225 citations

Linear Models with R

2004 • 214 citations

On ψ-Learning

2003 • 187 citations

Calibrating nonconvex penalized regression in ultra-high dimension

2013 • 157 citations

The high-dimension, low-sample-size geometric representation holds under mild conditions

2007 • 143 citations

Multicategory ψ-Learning

2006 • 138 citations

Statistical challenges with high dimensionality: feature selection in knowledge discovery

2007 • 124 citations

Variable selection in linear mixed effects models

2012 • 121 citations

The F ∞ -norm support vector machine

2008 • 97 citations

Support vector machines with adaptive penalty

2007 • 86 citations

Variable selection for the multicategory SVM via adaptive sup-norm regularization

2008 • 75 citations

Variable Selection via A Combination of theL₀andL₁Penalties

2007 • 69 citations

A Selective Overview of Variable Selection in High Dimensional Feature Space (Invited Review Article)

2009 • 37 citations

Reconstitution of Kidney Side Population Cells after Ischemia-Reperfusion Injury by Self-Proliferation and Bone Marrow-Derived Cell Homing

2013 • 6 citations

A Memory/Immunology-Based Control Approach with Applications to Multiple Spacecraft Formation Flying

2013 • 2 citations