upsampling and downsampling

Last updated Dec 1, 2022

• Draft

Degree of imbalance:

• Mid: 20-40%
• Moderate: 1-20%
• Extreme: 1%

Up-sampling

• Randomly duplicating observations from minority class
• Tools: sklearn.utils.resample

Down-sampling

• Randomly removing observations from the majority class