A Semisupervised Cascade Classification Algorithm

Table 6

Rankings of the algorithms in all tested labeled ratios according to Holm/Hochberg (alpha = 0.05).

Algorithm	= 10%	= 20%	= 30%	= 40%
Co-Bagging (C45)	0.2332	0.7506	0.2923	0.0469
Democratic-Co	0.1767	0.6838	0.5445	0.3453
TriTraining (C45)	0.1643	0.5445	0.1165	0.1931
Cotraining (C45)	0.0971	0.0706	0.0552	0.0311
Self-training (C45)	0.0604	0.1735	0.0604	0.0481
CoForest	0.0134	0.2332	0.1362	0.0235
DE-TriTraining (C45)	0.0054	0.0019	0.0004	0.0006
TriTraining (NB)	0.0017	0.0171	0.0006	0.0002
Co-Bagging (NB)	0.0007	0.0003	0.0001	0.0003
SETRED	0.0003	0.0012	<0.0001	<0.0001
Cotraining (NB)	0.0002	0.0095	0.0040	0.0004
DE-TriTraining (NB)	<0.0001	0.0015	<0.0001	<0.0001
ADE-CoForest	<0.0001	0.0000	<0.0001	<0.0001
Self-training (NB)	<0.0001	0.0023	0.0004	0.0001
Rel-Rasco (NB)	<0.0001	<0.0001	<0.0001	<0.0001
Rel-Rasco (C45)	<0.0001	<0.0001	0.0003	0.0001
Rasco (C45)	<0.0001	<0.0001	<0.0001	0.0004
Rasco (NB)	<0.0001	<0.0001	<0.0001	<0.0001