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SMOTE takes the entire dataset as an input, however it boosts the percentage of just the minority cases. Such as, suppose you may have an imbalanced dataset where just one % with the cases provide the goal value A (the minority class), and ninety nine percent with the cases have the value B.
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You enter 100. The SMOTE ingredient generates new minority cases. It adds the identical variety of minority cases which were in the initial dataset. Due to the fact SMOTE will not enhance the amount of the vast majority cases, the proportion of cases of every course has modified.
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