Estimation of both parameters in the Cox’s model with high-dimensional covariates.
Lasso procedure for the estimation of the regression parameter.
Model selection for the estimation of the baseline function.
Oracle inequality for the penalized contrast estimator of the baseline function.
Study of the practical performances of the estimator of the baseline function.