A Semisupervised Cascade Classification Algorithm

Table 1

Classification accuracy ( = 10%).

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	0.8218	0.8318	0.8318	0.8218	0.7373	0.8045	0.8018	0.8118	0.8045	0.8018
automobile	0.4174	0.4052	0.3730	0.3601	0.4388	0.3889	0.3101	0.4138	0.3366	0.3222
banana	0.8549	0.8479	0.8481	0.8417	0.8638	0.8481	0.6147	0.8621	0.8553	0.6009
breast	0.7365	0.7216	0.6774	0.7287	0.6835	0.7216	0.7365	0.7123	0.7252	0.7335
bupa	0.5910	0.5392	0.5739	0.5104	0.5339	0.5742	0.5331	0.5782	0.6119	0.5472
chess	0.9409	0.9543	0.9515	0.9199	0.8104	0.9578	0.8407	0.9118	0.9543	0.8214
cleveland	0.5431	0.5248	0.5736	0.5223	0.5294	0.4761	0.5563	0.4855	0.5335	0.5428
coil2000	0.9321	0.9373	0.9403	0.9322	0.8926	0.9357	0.9222	0.9383	0.9348	0.9222
crx	0.8483	0.8660	0.8159	0.8495	0.8111	0.8555	0.7789	0.8510	0.8496	0.7667
dermatology	0.8847	0.8562	0.8429	0.8760	0.9182	0.8816	0.5595	0.8589	0.8760	0.5557
flare	0.7402	0.7214	0.5742	0.7214	0.6445	0.7158	0.7411	0.6970	0.7140	0.7100
glass	0.5604	0.4847	0.4504	0.4868	0.5402	0.4921	0.4435	0.4222	0.4898	0.4293
haberman	0.7057	0.7054	0.7190	0.7156	0.6211	0.7088	0.7447	0.7255	0.7122	0.7445
heart	0.7593	0.6778	0.7000	0.8000	0.7444	0.7148	0.7741	0.7926	0.7037	0.7296
housevotes	0.9191	0.9414	0.8225	0.8899	0.9129	0.9158	0.8914	0.8640	0.9195	0.8828
iris	0.8733	0.8400	0.8467	0.9133	0.9133	0.7267	0.8133	0.9200	0.8000	0.7867
led7digit	0.6240	0.6140	0.5140	0.6160	0.6180	0.6040	0.5760	0.5900	0.5640	0.5620
lymphography	0.7819	0.6312	0.5726	0.4901	0.6833	0.6118	0.4724	0.6571	0.5948	0.6897
magic	0.8210	0.8217	0.8204	0.7842	0.7840	0.8245	0.7269	0.8138	0.8319	0.7272
mammographic	0.7964	0.8025	0.8074	0.7963	0.7580	0.8183	0.7491	0.7965	0.8085	0.7456
movement_libras	0.1944	0.2556	0.2361	0.1972	0.4444	0.2750	0.1889	0.1694	0.2417	0.1639
mushroom	0.9922	0.9966	0.9968	0.9927	0.9945	0.9955	0.9301	0.9913	0.9954	0.9305
nursery	0.9092	0.9064	0.9034	0.8951	0.8101	0.9039	0.8941	0.8867	0.9006	0.8848
page-blocks	0.9497	0.9523	0.9492	0.9077	0.9359	0.9561	0.8560	0.9368	0.9567	0.9107
penbased	0.9172	0.8916	0.8957	0.9474	0.9778	0.9027	0.8536	0.8939	0.9049	0.8533
phoneme	0.7937	0.7770	0.7652	0.7874	0.8046	0.7770	0.7526	0.7772	0.7889	0.7515
pima	0.6656	0.6643	0.6704	0.6967	0.6565	0.6564	0.7007	0.6553	0.6342	0.6914
ring	0.9761	0.8396	0.8366	0.8741	0.6691	0.8542	0.9797	0.6655	0.8582	0.9793
satimage	0.8104	0.8045	0.8056	0.8462	0.8570	0.8224	0.7953	0.8154	0.8205	0.7929
segment	0.9004	0.8900	0.9017	0.9026	0.9065	0.9000	0.7909	0.8810	0.9160	0.7541
spambase	0.8688	0.8669	0.8884	0.8777	0.8281	0.8810	0.8360	0.8545	0.8951	0.8569
spectfheart	0.7788	0.6819	0.7235	0.7379	0.7201	0.7574	0.7604	0.7198	0.7571	0.7900
splice	0.9282	0.8266	0.8310	0.8978	0.6997	0.8254	0.9185	0.7931	0.8248	0.9009
thyroid	0.9921	0.9922	0.9924	0.9393	0.9090	0.9918	0.9267	0.9322	0.9906	0.9254
tic-tac-toe	0.7046	0.7108	0.6931	0.6900	0.7255	0.7088	0.6619	0.6900	0.7035	0.6535
titanic	0.7747	0.7751	0.7783	0.7756	0.6402	0.7765	0.7701	0.6910	0.7837	0.7697
twonorm	0.9692	0.8136	0.8085	0.9645	0.9358	0.8616	0.9766	0.8370	0.8597	0.9774
wine	0.9327	0.7405	0.8075	0.9493	0.9438	0.8203	0.8980	0.9324	0.7866	0.8255
wisconsin	0.9422	0.9093	0.9064	0.9650	0.9478	0.9312	0.9358	0.9448	0.9284	0.9197
zoo	0.7444	0.6794	0.6356	0.9314	0.9347	0.7192	0.9131	0.5694	0.7456	0.8692