Table 2.

Results of Resampling Methods to Balance the Target Class

Method	Results	Total Records
Oversampling method	Records of target class AA randomly increased	810
Undersampling method	Records of target class AB randomly decreased to match the size of the AA target class	432
Both method	Records of AA increased, records of AB decreased, and the result of this method was 209 AB records and 232 AA records	441
ROSE	Records of AA was increased using synthetic records. The result of this method was 338 AB and 362 AA class.	700