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Table 1 Prediction Evaluation (correlation coefficient)

From: In silico drug combination discovery for personalized cancer therapy

  Model Correlation coefficient Correlation coefficient Correlation coefficient Correlation coefficient
    (1700 samples with >10 or <-10) (1177 samples with >15 or <-15) (780 samples with >20 or <-20)
Linear Elastic net 0.65 0.696 0.711 0.733
  Ridge regression 0.661 0.717 0.742 0.752
Nonlinear Kernel ridge regression (RBF) 0.728 0.773 0.795 0.822
  Random forest 0.731 0.792 0.8 0.827
  Extremely randomized trees 0.738 0.785 0.816 0.821
  1. Italicized values are the best performance for each experiment