Impact of dimensionality reductions on regular and deep Cox-Proportional Hazards model for survival prediction in cancer gene expression datasets.

Figure 1 : Exploration of the impact of number of input features on performance of regular and deep CPH models survival prediction by concordance index. Comparisons of PCA, random signatures and genes ranked by variance on Leucegene and TCGA Breast, Ovarian and Brain glioma datasets.