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Table 1 Drug response prediction results on the selected features

From: Network-based drug sensitivity prediction

Feature selection method

Prediction methods

Elastic net

PLSR

Random forest

SVR

DNN

Correlation based

0.376 (0.041)

0.389 (0.033)

0.406 (0.026)

0.382 (0.037)

0.346 (0.045)

Network based

0.392* (0.032)

0.391 (0.033)

0.421 (0.021)

0.385 (0.035)

0.330 (0.057)

  1. *The difference between the performances of the two feature selection methods is statistically significant (p-value \(<\,0.01\)). The better results between two methods are shown in italic