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Correlation-adjusted regression survival scores for high-dimensional variable selection.

Thomas WelchowskiVerena ZuberMatthias Schmid
Published in: Statistics in medicine (2019)
In research applications involving high-dimensional genetic data, the use of CARS scores for marker selection is a favorable alternative to Cox scores even when correlations between covariates are low. Having a straightforward interpretation and low computational requirements, CARS scores are an easy-to-use screening tool in personalized medicine research.
Keyphrases
  • gene expression
  • big data
  • machine learning
  • dna methylation
  • artificial intelligence