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Gaussian process regression for survival time prediction with genome-wide gene expression

Gaussian process regression for survival time prediction with genome-wide gene expression

Predicting the survival time of a cancer patient based on his/her genome-wide gene expression remains a challenging problem. For certain types of cancer, the effects of gene expression on survival are both weak and abundant, so identifying non-zero effects with reasonable accuracy is difficult. As an alternative to methods that …