In this section, we are going to apply machine learning technique to the data. Drug response prediction is a binary classification problem. Therefore, any binary classifier could be used for this purpose.
1. Logistic Ridge Regression
Among various types of regression methods, logistic regression generates binary output. Moreover, in order to reduce overfitting, the Ridge L2 regulation is used.