Sure Independence Screening


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Documentation for package ‘SIS’ version 0.8-8

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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