Increasing the number of cases through the use of SMOTE is not guaranteed to make more correct types. Check out pipelining with unique percentages, distinct attribute sets, and different numbers of closest neighbors to determine how incorporating cases influences your design.
. There are many explanations why a dataset may very well be imbalanced. One example is, the category you might be concentrating on could possibly be unusual in the populace, or the data is likely to be tough to collect. Usually, you employ SMOTE when The category
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