HSDP: A Hybrid Sampling Method for Imbalanced Big Data Based on Data Partition

Table 5

F-measure values of RF + various sampling methods.

Dataset	Algorithm
	RF	SMOTE + RF	ADASYN + RF	Borderline-SMOTE + RF	HSDP (proposed) + RF
Pima	0.5891	0.5625	0.5632	0.5710	0.6000
Yeast3	0.7326	0.7411	0.7214	0.7366	0.7611
Abalone19	0.3054	0.3123	0.3652	0.2864	0.3912
Segment0	0.9102	0.9375	0.8865	0.9292	0.9301
Page-blocks0	0.7443	0.7745	0.7586	0.7723	0.7438
Glass5	0.8148	0.7826	0.7931	0.7725	0.8201
Ecoli4	0.5701	0.5737	0.5723	0.5802	0.5623
Haberman	0.3402	0.4011	0.4386	0.4154	0.4489