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Table 2 Surveyed works categorized based on method type

From: A survey on addressing high-class imbalance in big data

Data-Level methods Algorithm-Level methods
Data-sampling methods Cost-sensitive methods Hybrid/ensemble methods
Fernandez et al. [32]
Rio et al. [51]
Triguero et al. [16]
Park et al. [54]
Park and Ha [56]
Chai et al. [57]
Lopez et al. [9]
Wang et al. [11]
Marchant and Rubinstein [58]
Maurya [13]
Veeramachaneni et al. [60]
Galpert et al. [14]
Wei et al. [64]
D’Addabbo and Maglietta [67]
Triguero et al. [3]
Zhai et al. [70]
Hebert [72]
Rio et al. [46]
Baughman et al. [74]
  1. Detailed tables are provided in the Appendices A1, A2 section