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] |