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This study investigates the multicollinearity problem and the performance of feature selection methods in the case of data sets that have multicollinear features. We propose a stress test procedure for a set of feature selection methods. This procedure generates test data sets with various configurations of the target vector and features. This procedure provides more complex investigations of feature...