A nearest neighbor is often a row of information (a case) that's comparable to a focus on case. The space amongst any two cases is calculated by combining the weighted vectors of all features.
Use the Number of nearest neighbors alternative to find out the scale from the attribute space that the SMOTE algorithm employs in constructing new cases.
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