Beyond the Boundaries of SMOTE - A Framework for Manifold-Based Synthetically Oversampling

Abstract

Problems of class imbalance appear in diverse domains, ranging from gene function annotation to spectra and medical classification. On such problems, the classifier becomes biased in favour of the majority class. This leads to inaccuracy on the important minority classes, such as specific diseases and gene functions. Synthetic oversampling mitigates this by… (More)
DOI: 10.1007/978-3-319-46128-1_16

Topics

7 Figures and Tables

Statistics

010203020162017
Citations per Year

Citation Velocity: 9

Averaging 9 citations per year over the last 2 years.

Learn more about how we calculate this metric in our FAQ.

Slides referencing similar topics