Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow

by Sebastian Raschka

Another technique for dealing with class imbalance is the generation of synthetic training samples, which is beyond the scope of this book. The probably most widely used algorithm for synthetic training sample generation is Synthetic Minority Over-sampling Technique (SMOTE),