Classification for imbalanced data can be resolved using re-sampling method, like smote.
Here is an example and some sample scripts
https://towardsdatascience.com/methods-for-dealing-with-imbalanced-data-5b761be45a18
This thesis presented a method for this problem
https://lib.dr.iastate.edu/cgi/viewcontent.cgi?referer=https://www.bing.com/&httpsredir=1&article=4544&context=etd
A balanced approach to the multi-class imbalance problem
R package , climm, climer
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