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


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


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