Weighted doubly regularized support vector machine and its application to microarray classification with noise

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 51.8K citations

Business, Biostatistics, Computer Science +17

Regularization and Variable Selection Via the Elastic Net

Hui Zou, Trevor Hastie · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 21K citations · Full text

Computing, Computer Science, Data Science +15

Regularization Paths for Generalized Linear Models via Coordinate Descent

Jerome H. Friedman, Trevor Hastie, Robert Tibshirani · Journal of Statistical Software · 2010 · 17.1K citations · Full text

Natural Sciences, Computer Science, Mathematics +17

Regularization Paths for Generalized Linear Models via Coordinate Descent.

Jerome H. Friedman, Trevor Hastie, Rob Tibshirani · PubMed · 2010 · 14K citations · Full text

Natural Sciences, Computer Science, Mathematics +17

Molecular Classification of Cancer: Class Discovery and Class Prediction by Gene Expression Monitoring

Todd R. Golub, Donna K. Slonim, Pablo Tamayo et al. · Science · 1999 · 11.6K citations

Medicine, Molecular Biology, Oncology +16