Matlab implementation of Synthetic Minority Oversampling Technique (SMOTE)
A technique to generate synthetic samples as given by Chawla et. al., 2002
X_smote = mySMOTE(X, N, k)
X: Original dataset(n x d)matrixN: Percentage of data-augmentation intended, Typically, N > 100, if N < 100, then N is set to 100.(scalar)k: number of nearest neighbors to consider while performing augmentation(scalar)
X_smote: augmented dataset containing original data as well.(m x d)matrix, wherem > n