Binary classification problems, you can directly use is_unbalance parameters, but many classification problem without this parameter,

If using SMOTE sampling is characteristics of categories, but LGB own category type processing is better than using one - hot coding,

Can not use the one - hot coding, to deal with the unbalanced data?