Variable selection has been discussed under many contexts and especially, a large
literature has been established for the analysis of right‐censored failure time data. In this …

Group variable selection is often required in many areas, and for this many methods have
been developed under various situations. Unlike the individual variable selection, the group …

Variable selection in the presence of grouped variables is troublesome for competing risks
data: while some recent methods deal with group selection only, simultaneous selection of …

Abstract Gene–environment (G–E) interactions have important implications for cancer
outcomes and phenotypes beyond the main G and E effects. Compared to main‐effect‐only …

By producing the required proteins, the process of gene expression establishes the physical
properties of living things. Gene expression from DNA or RNA may be recorded using a …

Variable selection for interval‐censored failure time data has recently attracted a great deal
of attention along with the analysis of interval‐censored data in both method developments …

We study the group bridge and the adaptive group bridge penalties for competing risks
quantile regression with group variables. While the group bridge consistently identifies …

We propose AFTNet, a novel network‐constraint survival analysis method based on the
Weibull accelerated failure time (AFT) model solved by a penalized likelihood approach for …

In environmental health research, it is of interest to understand the effect of the
neighborhood environment on health. Researchers have shown a protective association …

Abstract The seamless-L 0 (SELO) penalty is a smooth function that very closely resembles
the L0 penalty, which has been demonstrated theoretically and practically to be effective in …