High-dimensional, massive sample-size Cox proportional hazards regression for survival analysis

Random survival forests for high-dimensional data

(2011) Hemant Ishwaran et al.   Statistical Analysis and Data Mining

Improved performance on high-dimensional survival data by application of Survival-SVM

(2010) V. Van Belle et al.   BIOINFORMATICS

High-Dimensional Variable Selection for Survival Data

(2010) Hemant Ishwaran et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Several methods to assess improvement in risk prediction models: Extension to survival analysis

(2010) Lloyd E. Chambless et al.   STATISTICS IN MEDICINE

Gradient lasso for Cox proportional hazards model

(2009) I. Sohn et al.   BIOINFORMATICS

Survival analysis with high-dimensional covariates

(2009) Daniela M Witten et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Coordinate descent algorithms for lasso penalized regression

(2008) Tong Tong Wu et al.   Annals of Applied Statistics

Sparse kernel methods for high-dimensional survival data

(2008) L. Evers et al.   BIOINFORMATICS