According to Eq. ( ), the IRLbl value for label y in a multi-label dataset (D) with labels Y and Y i as the i-th label is the ratio between the majority label and the label y. For the most frequent label, this ratio is 1, while for others, it is higher. Greater label imbalance is indicated by higher IRLbl values .