Unified LASSO Estimation by Least Squares Approximation

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1996 • 45,633 citations

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1992 • 27,454 citations

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2002 • 21,700 citations

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2005 • 21,170 citations

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1999 • 11,586 citations

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2001 • 8,380 citations

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2006 • 6,979 citations

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1997 • 3,634 citations

Comparison of Discrimination Methods for the Classification of Tumors Using Gene Expression Data

2002 • 2,703 citations

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2000 • 1,320 citations

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1979 • 988 citations

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2000 • 861 citations

L1-Regularization Path Algorithm for Generalized Linear Models

2007 • 834 citations

Asymptotics for Least Absolute Deviation Regression Estimators

1991 • 648 citations

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2002 • 574 citations

Robust Regression Shrinkage and Consistent Variable Selection Through the LAD-Lasso

2007 • 545 citations

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2005 • 409 citations

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2007 • 375 citations

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2006 • 262 citations

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2007 • 236 citations

Large Sample Theory of a Modified Buckley-James Estimator for Regression Analysis with Censored Data

1991 • 188 citations

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2009 • 75 citations

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1990 • 60 citations

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2005 • 55 citations

Confidence Sets Based on Sparse Estimators Are Necessarily Large

2007 • 37 citations

Catching Growth Determinants with the Adaptive Lasso

2011 • 35 citations

Performance Limits for Estimators of the Risk or Distribution of Shrinkage-Type Estimators, and Some General Lower Risk-Bound Results

2003 • 12 citations

Selection of components and degrees of smoothing via lasso in high dimensional nonparametric additive models

2008 • 7 citations

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2005 • 4 citations