Can we specify the number of data generated(minority class) using SMOTE? I am trying to improve classification of imbalanced dataset creditcard fraud using SMOTE imbalanced_learn. But, in this it generates the data to 50%, can we give a specific number for the data to be generated? I want to track the classifier performance with the increase in generated data. Any help will be highly appreciated.
SMOTE is an algorithm for generating as many minority samples as you like. Thus, you can generate as many samples as you want.