One combination is to both downsample and upsample the data to get the benefits of both: SMOTE+Tomek Link, Agglomerative Hierarchical Clustering (AHC), and SPIDER are a few examples of these.9 Algorithm-level techniques can also incorporate ideas from traditional downsampling techniques, such as ...
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