| leukemia.test | Gene expression Leukemia testing data set from Golub et al. (1999) |
| leukemia.train | Gene expression Leukemia training data set from Golub et al. (1999) |
| predict.SIS | Model prediction based on a fitted SIS object. |
| prostate.test | Gene expression Prostate Cancer testing data set from Singh et al. (2002) |
| prostate.train | Gene expression Prostate Cancer training data set from Singh et al. (2002) |
| SIS | (Iterative) Sure Independence Screening ((I)SIS) and Fitting in Generalized Linear Models and Cox's Proportional Hazards Models |
| standardize | Standardization of High-Dimensional Design Matrices |
| tune.fit | Using the 'glmnet' and 'ncvreg' packages, fits a Generalized Linear Model or Cox Proportional Hazards Model using various methods for choosing the regularization parameter lambda |