A Semisupervised Cascade Classification Algorithm

Table 2

Classification accuracy ( = 20%).

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	0.8509	0.8509	0.8500	0.8600	0.8100	0.8318	0.8682	0.8409	0.8318	0.8318
automobile	0.4739	0.5158	0.4803	0.4744	0.4951	0.4938	0.4496	0.4120	0.5355	0.4412
banana	0.8706	0.8804	0.8743	0.8794	0.8691	0.8736	0.6125	0.8774	0.8804	0.6123
breast	0.7291	0.7156	0.7227	0.7184	0.6788	0.7225	0.7399	0.7475	0.7224	0.7469
bupa	0.5334	0.6055	0.6055	0.5504	0.5655	0.6199	0.5414	0.5589	0.6026	0.5510
chess	0.9621	0.9778	0.9759	0.9393	0.8489	0.9781	0.8611	0.9333	0.9778	0.8501
cleveland	0.5826	0.4929	0.5270	0.5530	0.5257	0.5399	0.5904	0.5128	0.5535	0.5705
coil2000	0.9395	0.9400	0.9402	0.9330	0.8994	0.9371	0.9167	0.9366	0.9338	0.9158
crx	0.8372	0.8571	0.8498	0.8587	0.8142	0.8540	0.7957	0.8555	0.8510	0.7927
dermatology	0.9382	0.9100	0.8790	0.9300	0.9467	0.9214	0.7618	0.8739	0.9186	0.7981
flare	0.7354	0.7280	0.6897	0.7402	0.6660	0.7270	0.7392	0.7082	0.7176	0.7439
glass	0.5481	0.5085	0.5348	0.4799	0.5935	0.6104	0.4671	0.5036	0.5631	0.4861
haberman	0.7122	0.7089	0.7353	0.7222	0.6600	0.7089	0.7285	0.7322	0.7348	0.7285
heart	0.8074	0.7519	0.7556	0.8222	0.7741	0.7926	0.8407	0.7556	0.7481	0.8185
housevotes	0.9586	0.9586	0.9363	0.9023	0.8957	0.9586	0.8839	0.9099	0.9528	0.8895
iris	0.9267	0.8933	0.8933	0.9533	0.9200	0.8800	0.9467	0.9600	0.8667	0.9467
led7digit	0.6480	0.6780	0.6440	0.6620	0.6280	0.6760	0.6440	0.6860	0.6580	0.6220
lymphography	0.7966	0.7055	0.7750	0.4612	0.7392	0.7545	0.5091	0.7461	0.7474	0.7529
magic	0.8378	0.8304	0.8320	0.8017	0.7934	0.8335	0.7281	0.8250	0.8409	0.7262
mammographic	0.8228	0.8229	0.8228	0.8084	0.7473	0.8157	0.7843	0.8087	0.8248	0.7819
movement_libras	0.3861	0.3472	0.3917	0.3667	0.6000	0.3833	0.3944	0.2889	0.3556	0.3389
mushroom	0.9966	0.9991	0.9991	0.9980	0.9984	0.9989	0.9441	0.9970	0.9989	0.9439
nursery	0.9340	0.9235	0.9260	0.9108	0.8327	0.9258	0.8971	0.9072	0.9235	0.8934
page-blocks	0.9585	0.9602	0.9609	0.9115	0.9448	0.9611	0.8942	0.9454	0.9613	0.9123
penbased	0.9370	0.9241	0.9247	0.9632	0.9871	0.9287	0.8512	0.9293	0.9370	0.8506
phoneme	0.8120	0.7839	0.8024	0.8055	0.8344	0.7977	0.7507	0.8029	0.8244	0.7478
pima	0.6825	0.6810	0.6874	0.7319	0.6369	0.6939	0.7176	0.6849	0.7084	0.7254
ring	0.9778	0.8658	0.8630	0.8969	0.7007	0.8795	0.9788	0.7142	0.8918	0.9795
satimage	0.8317	0.8238	0.8261	0.8612	0.8740	0.8353	0.7983	0.8318	0.8410	0.7961
segment	0.9242	0.9264	0.9294	0.9307	0.9338	0.9247	0.7939	0.9139	0.9277	0.7835
spambase	0.9071	0.8912	0.8908	0.8941	0.8529	0.8941	0.8279	0.8695	0.8960	0.8303
spectfheart	0.7272	0.7192	0.7611	0.7305	0.7085	0.7491	0.7268	0.7426	0.7833	0.7231
splice	0.9361	0.8834	0.8793	0.9119	0.6978	0.8843	0.9417	0.8292	0.8875	0.9276
thyroid	0.9933	0.9935	0.9932	0.9419	0.9149	0.9939	0.9264	0.9371	0.9942	0.9229
tic-tac-toe	0.7380	0.7568	0.7213	0.7329	0.7621	0.7505	0.7004	0.6931	0.7286	0.6900
titanic	0.7837	0.7824	0.7824	0.7797	0.6407	0.7815	0.7706	0.6915	0.7828	0.7701
twonorm	0.9720	0.8165	0.8276	0.9707	0.9411	0.8674	0.9765	0.8318	0.8741	0.9769
wine	0.9209	0.8369	0.7863	0.9542	0.9154	0.8422	0.9601	0.8931	0.8255	0.9379
wisconsin	0.9534	0.9343	0.9343	0.9637	0.9463	0.9253	0.9608	0.9460	0.9360	0.9490
zoo	0.8236	0.8311	0.7344	0.8900	0.9372	0.8264	0.9022	0.7869	0.8231	0.9106