A Semisupervised Cascade Classification Algorithm

Table 5

Friedman ranking of the algorithms in all tested labeled ratios.

Algorithm	= 10%	= 20%	= 30%	= 40%
Self-NBC4.5	5.85	6.225	6.2125	5.9375
Co-Bagging (C45)	7.35	6.625	7.5375	8.4375
Democratic-Co	7.55	6.7375	6.975	7.125
TriTraining (C45)	7.6	6.9875	8.1875	7.575
CoForest	7.9375	8.5	8.625	8.65
Self-training (C45)	8.2125	7.9375	8.575	8.425
Cotraining (C45)	8.9625	7.725	8.0875	8.7875
SETRED	9.35	10.125	10.6375	10.275
DE-TriTraining (C45)	9.8	9.225	10.5375	10.65
ADE-CoForest	10.125	10.775	11.025	10.5375
DE-TriTraining (NB)	10.425	10.2875	11.975	12
TriTraining (NB)	10.55	9.4875	9.8375	10.3875
Cotraining (NB)	10.9875	10.2125	11.375	11.1
Rel-Rasco (NB)	11.7375	13.3625	11.8125	12.6125
Co-Bagging (NB)	11.75	10.0625	10.6625	10.975
Rasco (NB)	12.5	14.575	11.725	12.175
Rasco (C45)	12.7125	14.4875	10.8125	10.7125
Rel-Rasco (C45)	12.95	14	11.775	10.4125
Self-training (NB)	13.65	12.6625	13.625	13.225