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Top Publications

Regularization and Variable Selection Via the Elastic Net
Journal of the Royal Statistical Society Series B (Statistical Methodology)200520,431 citations
Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications
Proceedings of the National Academy of Sciences200110,888 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
A working guide to boosted regression trees
Journal of Animal Ecology20086,353 citations
Repeated observation of breast tumor subtypes in independent gene expression data sets
Proceedings of the National Academy of Sciences20035,398 citations
Missing value estimation methods for DNA microarrays
Bioinformatics20014,180 citations
REVEL: An Ensemble Method for Predicting the Pathogenicity of Rare Missense Variants
The American Journal of Human Genetics20162,867 citations
Generalized linear and generalized additive models in studies of species distributions: setting the scene
Ecological Modelling20022,314 citations
Varying-Coefficient Models
Journal of the Royal Statistical Society Series B (Statistical Methodology)19931,890 citationsFirst authorCorresponding
Classification by pairwise coupling
The Annals of Statistics19981,293 citationsFirst authorCorresponding
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 citationsFirst authorCorresponding
Making better biogeographical predictions of species’ distributions
Journal of Applied Ecology2006649 citations
Variation in demersal fish species richness in the oceans surrounding New Zealand: an analysis using boosted regression trees
Marine Ecology Progress Series2006558 citations
Comparative performance of generalized additive models and multivariate adaptive regression splines for statistical modelling of species distributions
Ecological Modelling2006441 citations