Table 4.

Comparison of F-Measure values on real-world datasets

	AdaBoost (Target)	AdaBoost (Src+Tar)	SMOTE (Target)	SMOTE (Src+Tar)	TrAda Boost	Rare Transfer
HF(Gender)	0.217	0.088	0.375	0.384	0.307	0.478
HF(Race)	0.256	0.062	0.412	0.418	0.055	0.519
HF(Age)	0.228	0.039	0.372	0.238	0.063	0.411
Rec-Sci(2%)	0.208	0.240	0.218	0.258	0.266	0.331
Sci-Talk(2%)	0.225	0.115	0.256	0.174	0.223	0.363
Rec-Talk(2%)	0.149	0.144	0.152	0.164	0.254	0.275
Rec-Sci(5%)	0.405	0.393	0.408	0.490	0.434	0.534
Sci-Talk(5%)	0.407	0.228	0.424	0.349	0.382	0.527
Rec-Talk(5%)	0.324	0.309	0.343	0.365	0.405	0.473
Rec-Sci(10%)	0.550	0.541	0.560	0.638	0.512	0.645
Sci-Talk(10%)	0.590	0.389	0.609	0.536	0.472	0.671
Rec-Talk(10%)	0.484	0.445	0.514	0.513	0.520	0.600
Employment	0.276	0.408	0.325	0.457	0.188	0.378
Parkinson	0.404	0.504	0.552	0.733	0.702	0.749