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 |