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Top Publications

Regression Shrinkage and Selection Via the Lasso
Journal of the Royal Statistical Society Series B (Statistical Methodology)199650,746 citationsFirst authorCorresponding
Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications
Proceedings of the National Academy of Sciences200110,888 citations
Significance analysis of microarrays applied to the ionizing radiation response
Proceedings of the National Academy of Sciences200110,653 citations
Statistical significance for genomewide studies
Proceedings of the National Academy of Sciences200310,009 citations
Distinct types of diffuse large B-cell lymphoma identified by gene expression profiling
Nature20009,905 citations
Least angle regression
The Annals of Statistics20049,400 citations
Generalized Additive Models.
Biometrics19918,286 citations
Additive logistic regression: a statistical view of boosting (With discussion and a rejoinder by the authors)
The Annals of Statistics20006,881 citations
Repeated observation of breast tumor subtypes in independent gene expression data sets
Proceedings of the National Academy of Sciences20035,398 citations
THE LASSO METHOD FOR VARIABLE SELECTION IN THE COX MODEL
Statistics in Medicine19974,273 citationsFirst authorCorresponding
Missing value estimation methods for DNA microarrays
Bioinformatics20014,180 citations
Regression Shrinkage and Selection via The Lasso: A Retrospective
Journal of the Royal Statistical Society Series B (Statistical Methodology)20113,604 citationsFirst authorCorresponding
Sparsity and Smoothness Via the Fused Lasso
Journal of the Royal Statistical Society Series B (Statistical Methodology)20042,774 citationsFirst authorCorresponding
Varying-Coefficient Models
Journal of the Royal Statistical Society Series B (Statistical Methodology)19931,890 citations
Classification by pairwise coupling
The Annals of Statistics19981,293 citations
Linear Smoothers and Additive Models
The Annals of Statistics1989992 citations
On the “degrees of freedom” of the lasso
The Annals of Statistics2007947 citations
Penalized Discriminant Analysis
The Annals of Statistics1995859 citations