A Semisupervised Cascade Classification Algorithm

Table 3

Classification accuracy ( = 30%).

Datasets	Algorithms
	Self (NBC45)	Self (C45)	Cotrain (C45)	Democ-Co	SETRED	TriTrain (C45)	TriTrain (NB)	De-TriTrain (C45)	Co-Bag (C45)	Co-Bag (NB)
appendicitis	0.8300	0.8409	0.8409	0.8691	0.8109	0.8327	0.8591	0.8091	0.8318	0.8400
automobile	0.5232	0.5484	0.5710	0.5432	0.5515	0.5707	0.5071	0.4500	0.5737	0.5402
banana	0.8819	0.8819	0.8785	0.8728	0.8700	0.8806	0.6130	0.8834	0.8811	0.6102
breast	0.7437	0.7179	0.7079	0.7219	0.6495	0.7000	0.7470	0.7304	0.7111	0.7293
bupa	0.6076	0.5842	0.6137	0.5988	0.5848	0.5850	0.5326	0.5774	0.6159	0.5241
chess	0.9706	0.9856	0.9840	0.9596	0.8648	0.9843	0.8717	0.9634	0.9819	0.8652
cleveland	0.5841	0.5364	0.5467	0.5700	0.5566	0.5362	0.5703	0.5490	0.5599	0.5632
coil2000	0.9400	0.9384	0.9400	0.9320	0.8992	0.9387	0.9135	0.9383	0.9317	0.9169
crx	0.8528	0.8526	0.8570	0.8482	0.8067	0.8571	0.7808	0.8570	0.8615	0.7850
dermatology	0.9550	0.9209	0.9098	0.9180	0.9380	0.9240	0.8397	0.9047	0.9184	0.8878
flare	0.7420	0.7299	0.7224	0.7485	0.6594	0.7298	0.7392	0.7176	0.7308	0.7430
glass	0.5350	0.5437	0.5746	0.5079	0.5933	0.5687	0.5072	0.5465	0.5635	0.4823
haberman	0.7154	0.7153	0.7288	0.7447	0.6761	0.7089	0.7545	0.7157	0.7282	0.7515
heart	0.7926	0.7556	0.7704	0.8296	0.7852	0.7556	0.8296	0.7704	0.7704	0.8407
housevotes	0.9475	0.9475	0.9531	0.9037	0.9078	0.9531	0.8914	0.9112	0.9531	0.9063
iris	0.9267	0.9200	0.9133	0.9533	0.9267	0.9133	0.9467	0.9400	0.9067	0.9400
led7digit	0.6660	0.6880	0.6520	0.6820	0.6360	0.6760	0.6820	0.6760	0.6820	0.6800
lymphography	0.7752	0.7587	0.7444	0.7442	0.7439	0.7315	0.6082	0.7331	0.7445	0.6724
magic	0.8349	0.8380	0.8385	0.8016	0.7950	0.8411	0.7283	0.8283	0.8456	0.7280
mammographic	0.8497	0.8438	0.8437	0.8300	0.7620	0.8425	0.8108	0.8125	0.8352	0.8084
movement_libras	0.5139	0.4083	0.4639	0.4917	0.6917	0.4889	0.5056	0.3611	0.4250	0.4611
mushroom	0.9986	0.9996	0.9996	0.9995	0.9991	0.9995	0.9467	0.9995	0.9991	0.9453
nursery	0.9484	0.9377	0.9363	0.9212	0.8357	0.9362	0.9004	0.9228	0.9382	0.8964
page-blocks	0.9622	0.9635	0.9618	0.9289	0.9461	0.9635	0.8918	0.9541	0.9622	0.9002
penbased	0.9495	0.9409	0.9391	0.9729	0.9901	0.9431	0.8543	0.9385	0.9485	0.8543
phoneme	0.8225	0.8137	0.8218	0.8029	0.8470	0.8249	0.7581	0.8177	0.8275	0.7506
pima	0.6809	0.7252	0.7123	0.7305	0.6694	0.7045	0.7463	0.7318	0.7085	0.7242
ring	0.9762	0.8754	0.8784	0.9089	0.7104	0.8881	0.9793	0.7326	0.8943	0.9796
satimage	0.8437	0.8270	0.8407	0.8693	0.8862	0.8438	0.7969	0.8437	0.8528	0.7950
segment	0.9346	0.9303	0.9385	0.9416	0.9411	0.9381	0.8022	0.9359	0.9329	0.7957
spambase	0.9139	0.8999	0.9052	0.9052	0.8695	0.9073	0.8284	0.8801	0.9117	0.8308
spectfheart	0.7339	0.7496	0.7538	0.7121	0.7127	0.7644	0.6930	0.7085	0.7608	0.7083
splice	0.9514	0.9166	0.9176	0.9188	0.7154	0.9157	0.9505	0.8721	0.9201	0.9455
thyroid	0.9944	0.9946	0.9947	0.9521	0.9183	0.9944	0.9317	0.9435	0.9939	0.9310
tic-tac-toe	0.7713	0.7610	0.7495	0.7630	0.7923	0.7641	0.7025	0.7224	0.7745	0.6973
titanic	0.7792	0.7787	0.7783	0.7792	0.6407	0.7783	0.7733	0.6928	0.7797	0.7733
twonorm	0.9730	0.8255	0.8323	0.9701	0.9439	0.8743	0.9772	0.8458	0.8778	0.9776
wine	0.9660	0.8415	0.8255	0.9660	0.9275	0.9039	0.9778	0.8987	0.8817	0.9833
wisconsin	0.9579	0.9443	0.9474	0.9666	0.9535	0.9502	0.9637	0.9387	0.9431	0.9577
zoo	0.8381	0.8231	0.8256	0.9133	0.9331	0.7781	0.8931	0.8008	0.7731	0.8711