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kse0202/sampling.md

Created April 1, 2020 02:24
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불균형 데이터를 처리하기 위한 샘플링 종류
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sampling.md

UnderSampling

  • RandomUnderSampler: random under-sampling method
  • TomekLinks: Tomek’s link method
  • CondensedNearestNeighbour: condensed nearest neighbour method
  • OneSidedSelection: under-sampling based on one-sided selection method
  • EditedNearestNeighbours: edited nearest neighbour method
  • NeighbourhoodCleaningRule: neighbourhood cleaning rule

OverSampling

  • RandomOverSampler: random sampler
  • ADASYN: Adaptive Synthetic Sampling Approach for Imbalanced Learning
  • SMOTE: Synthetic Minority Over-sampling Technique

Mixed

  • SMOTEENN: SMOTE + ENN
  • SMOTETomek: SMOTE + Tomek
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