Synthetic sampling from small datasets: A modified mega-trend diffusion approach using k-nearest neighbors

1 code implementation • Knowledge-Based Systems 2021 • Jayanth Sivakumar, Karthik Ramamurthy, Menaka Radhakrishnan, Daehan Won

kNNMTD is compared with baseline MTD, CTGAN, and synthetic minority oversampling technique (SMOTE) for classification tasks as well as against SMOTE for regression (SmoteR) for regression tasks.

Decision Making regression +1